{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Time-lagged conversion rates and cure models\n",
    "\n",
    "Suppose in our population we have a subpopulation that will never experience the event of interest. Or, for some subjects the event will occur so far in the future that it's essentially at time infinity. The survival function should not asymptically approach zero, but _some positive value_. Models that describe this are sometimes called cure models or time-lagged conversion models. \n",
    "\n",
    "There's a serious fault in using parametric models for these types of problems that non-parametric models don't have. The most common parametric models like Weibull, Log-Normal, etc. all have strictly increasing cumulative hazard functions, which means the corresponding survival function will always converge to 0. \n",
    "\n",
    "Let's look at an example of this problem. Below I generated some data that has individuals who _will not experience the event_, not matter how long we wait."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "import autograd.numpy as np\n",
    "from autograd.scipy.special import expit, logit\n",
    "import pandas as pd\n",
    "plt.style.use('bmh')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 200\n",
    "U = np.random.rand(N)\n",
    "T = -(logit(-np.log(U) / 0.5) - np.random.exponential(2, N) - 6.00) / 0.50\n",
    "\n",
    "E = ~np.isnan(T)\n",
    "T[np.isnan(T)] = 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 264,
       "width": 486
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from lifelines import KaplanMeierFitter\n",
    "kmf = KaplanMeierFitter().fit(T, E)\n",
    "kmf.plot(figsize=(8,4))\n",
    "plt.ylim(0, 1);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It should be clear that there is an asymptote at around 0.6. The non-parametric model will always show this. If this is true, then the cumulative hazard function should have a horizontal asymptote as well. Let's use the Nelson-Aalen model to see this. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x115cb05f8>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 260,
       "width": 486
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from lifelines import NelsonAalenFitter\n",
    "\n",
    "naf = NelsonAalenFitter().fit(T, E)\n",
    "naf.plot(figsize=(8,4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_However_, when we try a parametric model, we will see that it won't extrapolate very well. Let's use the flexible two parameter LogLogisticFitter model. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x116419b70>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 369,
       "width": 601
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from lifelines import LogLogisticFitter\n",
    "\n",
    "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10, 6))\n",
    "\n",
    "t = np.linspace(0, 40)\n",
    "llf = LogLogisticFitter().fit(T, E, timeline=t)\n",
    "\n",
    "\n",
    "llf.plot_survival_function(ax=ax[0][0])\n",
    "kmf.plot(ax=ax[0][0])\n",
    "\n",
    "llf.plot_cumulative_hazard(ax=ax[0][1])\n",
    "naf.plot(ax=ax[0][1])\n",
    "\n",
    "t = np.linspace(0, 100)\n",
    "llf = LogLogisticFitter().fit(T, E, timeline=t)\n",
    "\n",
    "llf.plot_survival_function(ax=ax[1][0])\n",
    "kmf.plot(ax=ax[1][0])\n",
    "\n",
    "llf.plot_cumulative_hazard(ax=ax[1][1])\n",
    "naf.plot(ax=ax[1][1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The LogLogistic model does a quite terrible job of capturing the not only the asymptotes, but also the intermediate values as well. If we extended the survival function out further, we would see that it eventually nears 0. \n",
    "\n",
    "### Custom parametric models to handle asymptotes\n",
    "\n",
    "Focusing on modeling the cumulative hazard function, what we would like is a function that increases up to a limit and then tapers off to an asymptote. We can think long and hard about these (I did), but there's a family of functions that have this property that we are very familiar with: cumulative distribution functions! By their nature, they will asympotically approach 1. And, they are readily available in the SciPy and autograd libraries. So our new model of the cumulative hazard function is:\n",
    "\n",
    "$$H(t; c, \\theta) = c F(t; \\theta)$$\n",
    "\n",
    "where $c$ is the (unknown) horizontal asymptote, and $\\theta$ is a vector of (unknown) parameters for the CDF, $F$. \n",
    "\n",
    "We can create a custom cumulative hazard model using `ParametericUnivariateFitter` (for a tutorial on how to create custom models, see [this here](Piecewise Exponential Models and Creating Custom Models.ipynb)). Let's choose the Normal CDF for our model. \n",
    "\n",
    "Remember we **must** use the imports from `autograd` for this, i.e. `from autograd.scipy.stats import norm`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from autograd.scipy.stats import norm\n",
    "from lifelines.fitters import ParametericUnivariateFitter\n",
    "\n",
    "\n",
    "class UpperAsymptoteFitter(ParametericUnivariateFitter):\n",
    "\n",
    "    _fitted_parameter_names = [\"c_\", \"mu_\", \"sigma_\"]\n",
    "\n",
    "    _bounds = ((0, None), (None, None), (0, None))\n",
    "\n",
    "    def _cumulative_hazard(self, params, times):\n",
    "        c, mu, sigma = params\n",
    "        return c * norm.cdf((times - mu) / sigma, loc=0, scale=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<lifelines.UpperAsymptoteFitter: fitted with 200 observations, 118 censored>\n",
      "number of subjects = 200\n",
      "  number of events = 82\n",
      "    log-likelihood = -380.473\n",
      "        hypothesis = c_ != 1, mu_ != 0, sigma_ != 1\n",
      "\n",
      "---\n",
      "         coef  se(coef)  lower 0.95  upper 0.95       p  -log2(p)\n",
      "c_      0.528     0.059       0.413       0.644 <0.0005    49.413\n",
      "mu_    16.678     0.542      15.615      17.740 <0.0005   688.353\n",
      "sigma_  4.833     0.379       4.090       5.575 <0.0005    77.451\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x116a916a0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 244,
       "width": 486
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "uaf = UpperAsymptoteFitter().fit(T, E)\n",
    "uaf.print_summary(3)\n",
    "uaf.plot(figsize=(8,4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We get a lovely asympotical cumulative hazard. The summary table suggests that the best value of $c$ is 0.586. This can be translated into the survival function asymptote by $\\exp(-0.586) \\approx 0.56$.\n",
    "\n",
    "Let's compare this fit to the non-parametric models. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1170913c8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 369,
       "width": 601
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10, 6))\n",
    "\n",
    "t = np.linspace(0, 40)\n",
    "uaf = UpperAsymptoteFitter().fit(T, E, timeline=t)\n",
    "\n",
    "uaf.plot_survival_function(ax=ax[0][0])\n",
    "kmf.plot(ax=ax[0][0])\n",
    "\n",
    "uaf.plot_cumulative_hazard(ax=ax[0][1])\n",
    "naf.plot(ax=ax[0][1])\n",
    "\n",
    "t = np.linspace(0, 100)\n",
    "uaf = UpperAsymptoteFitter().fit(T, E, timeline=t)\n",
    "uaf.plot_survival_function(ax=ax[1][0])\n",
    "kmf.survival_function_.plot(ax=ax[1][0])\n",
    "\n",
    "uaf.plot_cumulative_hazard(ax=ax[1][1])\n",
    "naf.plot(ax=ax[1][1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I wasn't expect this good of a fit. But there it is. This was some artificial data, but let's try this technique on some real life data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<lifelines.UpperAsymptoteFitter: fitted with 42 observations, 12 censored>\n",
      "number of subjects = 42\n",
      "  number of events = 30\n",
      "    log-likelihood = -118.601\n",
      "        hypothesis = c_ != 1, mu_ != 0, sigma_ != 1\n",
      "\n",
      "---\n",
      "        coef  se(coef)  lower 0.95  upper 0.95      p  -log2(p)\n",
      "c_      1.63      0.36        0.94        2.33   0.07      3.75\n",
      "mu_    13.44      1.73       10.06       16.82 <0.005     47.07\n",
      "sigma_  7.03      1.07        4.94        9.12 <0.005     25.91\n",
      "---\n",
      "Estimated lower bound: 0.20 (0.10, 0.39)\n"
     ]
    },
    {
     "data": {
      "image/png": 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+htnVNHu6prm571eg0f30bEVRghVFubhmXWY3VVUPA/gIQFcA9c9DeQpAGIC3mlqjOZDZgk04nFus+b/zJRVNvzgRERGRYH/4wx/qNMxAdbNkt9uxevXqOqfvusyYMcPdzAHVM/Q+/vjjAIDly5e7b3/77bdx7tw5zJ49u05zBQCXXHIJpkyZgn379uGHH35o8Br33ntvow1zUVER3nvvPdjtdlx//fUAqmcEHj9+vPs+T6zWhgc0QkJC6kxqdcstt8BisbibcpeDBw9i+/btuOKKK5CQkNBgnHHjxrmbKqB6hmTXhwfJycl1mioAmDBhAgDg22+/9Vjrgw8+6NV73BTXYx944AF3wwxUv19PP/00goKC8NZbb3k93ttvv43z58+3KNMLqaqqwuuvv46oqCjMnTu3TmNpMpnwt7/9DYqiYNWqVXWeZzabERwc3GC8iIiIZr3+hWiVbWxsbIOGGQAmT56Mtm3bYtu2bV7X1NL3K5BocqRZUZQbANxQ8210zdfLFUVZUvPfv6iq+mDNf3cGkAngGKob5NruAfAlgAWKogyvedwgVK/hfADAHC3q9Vcxdu1PLdNykjIiIiIiX6rdDLjY7Xb06tUL27dvx4EDB+qcmgsAgwYNavCcwYMHw2QyYd++fe7bXEuOfffddw2usQWAw4cPA6g+qlq/AevXr1+jNa9ZswaFhYW47bbbYLFY3LdPnDgRr776KpYtW4Y77rjDffuQIUMQExODf/7zn9i7dy9GjBiBQYMGoVevXg2aGIfDgRtuuAFvv/02vv76a/e2uo4y33bbbR5rci2TVlt0dPWf6J5OVY6JiQEAZGdnexzPUy6e3uOmuB575ZVXNrgvISEBnTp1wrFjx3D+/PkGp6N70ppML+TQoUPIz89H9+7d8cILL3h8jNVqxYEDv141On78eDz22GO4/PLLceONNyIlJQWDBg3yeElBa2iVbXl5OZYsWYI1a9bgxx9/xPnz5+tc4vrzzz97XVNL3q9Ao9Xp2X0A1D835KKaf0B1g/wgmqCq6mFFUfoD+CuAawGMAvAzgJcAPKWqav6Fnu/C65rk5ukTV5IDs5cb85cXs/cfrmsmLzS/jOs+T9fO1j+t1SUyMhIAcP78+Qb3eVqaxmw2u68pdXEt77Ns2bJGawNQZ11bl9pHRetzNbC1r+EFqo909unTBxkZGdizZw/69q0+9d1ut+Ojjz7CvHnzsGnTJvcRvYiICNxxxx148MEH6xytvOOOO/D2229j6dKlGDRoEEpLS/H222+jY8eOGD16tMeaPDWcZrO5yftqr/1bm6dcPL3HTXHl19j7GRUVhRMnTuDcuXNeNc2tydSbcQ8fPoz58xtfxrb2uNOmTUNERAQWL16MRYsWYeHChVAUBSkpKXjqqafc+beWVtneeeedWL9+Pbp27YrrrrsOUVFRCAkJAQAsXLjQ41kdjWnJ+xVoNGmaVVV9EsCTXj72KADlAvdnAbi9NfW4fjhITq5P20g+zF5uzF9e/py96GuE9eb6o72x9WeButd31tdYA3b69Ok649d29uxZtGnTps5tFRUVyM3NrXOqs+u5X3zxBXr06HGhzWig9mRite3fvx+7d+8GAIwcObLR5y9durRO09S5c2e8/PLLUFUVP/zwA7744gssXrwYzz//PKqqqjBnzq8nV/bv3x+XXnop1q5di2eeeQZbtmxBXl4eZs6c6fFUYF84c+ZMgw8nPL3HTXFlcPr0aY/LKrlmSfemYa79uJZk6s24o0ePbrIhr23ChAmYMGECzp07h/T0dKxfvx7Lly/H+PHj8fXXX2t+1Lml9uzZg/Xr12Po0KFYtWpVnd6pqqrK49wBF9LS9yuQ+NOSU5oJ5E8xfGVvdoGm/37Kc4repEalpaWJLoEEYfZyY/7yYvb+IyEhAaGhoTh8+HCjjbPrlFpPTY5rKZ7azp8/j2+//RYWiwVJSQ0XWdm6dWuD23bs2IHKyso610e7ZrH+6quvvNsYL7iOMqempmLy5Mke/1mtVvcp3PUpioLk5GTcddddWL16NYDqyZbqu+OOO1BSUuI+4qwoiscJwHzFUy6e3mOg+gyCyspKj+O4Tq33tM8eOXIE2dnZiI+Pr/OBislkanQ8X2QKAElJSQgPD8c333yD8vLyZj8/PDwcI0aMwEsvvYSJEyciPz8fX375pfv+2pNkiXDkyBEAwHXXXdfgYOOuXbvgdDb8O/9CNbf2/QoEhmya6VecXIyIiIj0YrFY8Pvf/x4VFRV4/PHHoapqnftPnjzpPorlaQbed999t8E1svPmzcP58+fx+9//3uMleAsWLKizrmxJSQn++te/NniNW265BeHh4Zg/fz527drVYJyqqqpmfQDjdDqxatUqmEwm/Pvf/8aCBQs8/hszZgwKCwvdTXFmZqb7yHltrqPsniYIGz9+POx2O15++WVs374dw4YNQ9euXb2utbVeeOEFr95joPo67JMnT3ocxzW7+N///nf88ssv7tsrKyvx+OOPo6qqCpMnT24wXm5ursdG7pZbboHdbtcsUxez2YypU6ciJycHs2fP9vjaOTk5dSYY++KLLxr8vANwb2ftXNu3bw8AOHHiRLNr04Jreav6782ZM2fqLINVm2sNbk81t+T9CjQ8j9ngOLkYERER6enpp5/G7t27sWLFCuzcuRNXXXUV2rZt616HuLCwEDNnzvQ4udRvf/tbXHfddbjhhhsQFRWFHTt2YMeOHYiLi8MTTzzh8fUSEhIwZMiQOmsI//TTT7jmmmvcswoD1X/0L1myBFOmTME111yDK6+8EhdffDEURcHJkyfxzTffIC8vz+sJkN5//32cO3cO1157rXuyJU+mTJmCd999F8uWLcMf//hHfPrpp3jiiScwYMAAdO/eHR07dkR2djY2bNiAoKAg3HvvvQ3GsNlsmDBhAhYtWgSg8QnAfCUpKcmr9xionuRrzZo1mDhxIi699FIEBwdjyJAhGDJkCAYNGoQZM2ZgwYIFSElJwdixY2Gz2bBlyxZkZmZi8ODBDbb/yiuvxO7du3HTTTfh8ssvR2hoKHr27Ilrr70WDocD//rXv/B///d/mmRa20MPPYT9+/fjP//5DzZt2oQrr7wSMTExOHPmDI4cOYKvv/4ajz76qHuCsSlTpiAsLAz9+/dHXFwcVFXFjh07sHv3bvTp0wfDhg1zjz106FCsW7cOt956K0aMGAGLxYLY2NgG76Wv9OvXD4MGDcL69esxcuRIDB48GGfOnMGWLVuQkJDg8ed5wIABsNlsWLhwIfLz893zDNx1112w2+3Nfr8CjSGbZk/Tp5M8XJ/ekXyYvdyYv7yYvX9xOBz4+OOPsWjRInz44YdYsWIFSkpK4HA4kJKSgjvuuAMjRozw+Nw//elPuP7667Fw4UK8//77CAsLw8SJE/HYY481OknYv//9b7z66qtYtWoVcnJyEBMTg7/85S/485//3OBa5KFDhyItLQ2vvPIKtm3bhh07diA4OBgxMTG44oorMGbMGK+303Xt5pQpUy74uJSUFCQkJGDPnj349ttvcfXVV+PEiRP46quvsHHjRhQUFCAqKgrDhg3DPffc43E2cKB6KaBFixYhOjoa1113ndd1auHNN9/ECy+84NV7/Oyzz0JRFHz++ef4+OOPUVVVhVmzZmHIkCEAgCeffBK9evXCG2+8gXfeeQfl5eXo2rUr5syZg2nTprkno3J54IEHcO7cOWzatAlff/01KisrMXHiRFx77bUAgGHDhmmWaW3BwcH473//i3fffRcrV67E5s2bUVRUhA4dOiAuLg6PPPIIxo8f7378E088gW3btmHfvn3YsmULQkNDERsbiyeffBK33357nevPp0yZgqysLKxZswYLFixARUUFUlJSdGuaTSYTVqxYgblz57r31ZiYGEyZMgUPPPAALr/88gbPadeuHZYsWYL58+dj5cqV7sth//CHP8Butzf7/Qo0iqfTCALZ1q1bd1mt1n7Jyck+e41N0UPqfB+ze7PPXssfHc4tRvcIG3p38n7iByIiIiM7ceKEx1mcyTvz5s3D/Pnz8b///Q+pqalePWfMmDHYvn37BScdM5IVK1Zg+vTpeOCBB+pMFOZLsr3H5B+8+X2amZkJp9O5e/jw4ZfpUZMhr2kuKSkRXQIJtH//ftElkCDMXm7MX17MXm6erp80moqKCrz22mswm826n5rt72TIn8Qz5OnZomaik83e7AJNx7NbzOjmaDj5RXPl53u1nDcZELOXG/OXF7OXW2NrCxvBjh07sH37dqSlpeH777/H1KlT0blzZ9Fl+RUj50/+w5BNM/mWa0ZurXWPsGk+JhEREVGg+vTTTzF//ny0b98et956K5588knRJQWsDz/8EN9++22Tj4uLi/M4szvJjU0zNRtn5CYiIiItzZ49G7Nnz27Wcz744AMAQEGBtme++ZOWvC9acr3HRrBhwwasXLmyycelpKSwaaYGOBFYC9SfCMyXTJ2jET5nBkIH63KNuzCcXIyIiAIZJwIjItIGJwLTiZGubag8mYNzcxeILiOg5OTkiC6BBGH2cmP+8mL2cisvLxddAgnE/EkPhmyaS0tLfTq+Na6TT8evr/Ik/xhojkOHDokugQRh9nJj/vJi9nLjqilyY/6kB0M2zb7W4/lZMHWOFl0GERERERER+RgnAmuBDkMHIvKDpe7rcH3h534jfTIuERERERERec+QTbPFYvHp+Ne8scdnYzusZozrGQlZp8PSYu1na1TXOuNotf4z+T9fTgBI/o/5y4vZy81q5f/jZcb8SQ+GbJqDggL3rPM8ZwVWf3cat4kuRGdarv0cVKWgquTXsbj+szzatGkjugQSiPnLi9nLLZD/7qPWY/6kB0M2zcXFgb3mb57TOLN/e0vLtZ8LjuxF24t6A+D6z7LZuXMnUlNTRZdBgjB/eTF7uRUVFaFtW1nP0SPmT3rgRzNEREREREREjTDkkWZf++j/9cXe7AJNJwJ7aAOXyyAiIiIiIvI3hjzSbDbzswCZBbd1iC6BBImKihJdAgnE/OXF7OUWHBwsugSv9O7dG7179xZdhuEESv4U2AzZNIeGand9LAUeS8dY0SWQIImJiaJLIIGYv7yYvf9wOBxwODx/eH3kyBH069cPDocDTz/9tPv23r17u5/3+eefNzr2tGnT3I+bN2+e+3Zfr5rirTFjxjS67f5qxYoVcDgcWLFihehSWsxf8idjM+QhWafTKboEzbXm9G3XMlZJHeWYRbroxAGEdUkSXQYJsGfPHvTt21d0GSQI85cXs/d/GRkZuPnmm5Gbm4vnnnsOU6dObfAYs9mMt956C1deeWWD+86fP49169bBbDajoqLuhKnFxcWw2fz/b5y1a9eKLsGQAiV/CmyGPNJcVVUlugS/4lrGShZVZcb70IS8U1RUJLoEEoj5y4vZ+7dPPvkEY8eOxblz5/DGG294bJgBYOTIkVi/fj3y8vIa3Pfee++huLgY1157bYP7KisrNa/ZF7p164Zu3bqJLsNwAiV/CmyGbJoDkcPq24P+Mi5jVdve7AJN//2Ux8aciIioKatXr8bEiROhKApWrVqFG264odHH3nrrrSgtLcU777zT4L5ly5ahc+fOuPrqq1tdU0VFBRYvXowRI0YgLi4OnTt3xtChQ/H66697PPCyceNG3HDDDUhOTkZ0dDQuueQSjB49GosXLwYAHD9+HA6HA9u3bwfw6ynqDocDY8aMcY/j6Zrm2qdHf/LJJxg1ahRiY2ORmJiIadOm4dy5cwCAffv2YcKECejWrRtiY2MxadIkHD9+vEGtGRkZmD17Nq644gpcdNFFiImJQf/+/fHoo4/i7NmzdR47ZswYTJ8+HQAwffr0OnXXHru57xeRERny9GxFUUSX0GzjekZi9XenpW9utaCYfv2xtgWbfLJWs1azppO2QkJCRJdAAjF/eTF7/7Rw4ULMmTMHkZGRePfdd9GrV68LPn7YsGGIi4vDW2+9hT/96U/u2zMyMrBv3z7MmjULQUENj/d4uq0x5eXlmDhxIrZt24bExESMHz8eoaGhSEtLw1/+8hfs2rULCxcudD9+yZIluP/++xEVFYWRI0ciIiICZ86cwffff4/EfWUTAAAgAElEQVQVK1bgzjvvRHh4OGbNmoWVK1ciKysLs2bNcj8/Li7Oq7o2bdqEzZs3Y+TIkbjtttuQnp7uHu+xxx7DjTfeiMGDB2Py5Mn4/vvvsWnTJhw9ehRpaWl1tn/ZsmX48MMPMWTIEAwdOhRVVVXYu3cvXnvtNWzZsgUff/yxe03jiRMnIjw8HBs2bMCoUaPQs2dP9zjh4eEter9EaE7+RC1lyKY5EK9rSOpow8NXdXV///Ojde9/flRCs8eUdRmrNvE93P8dY9d+UjhfNOGkjYEDB4ougQRi/vLy5+w3RQ8RXUKzXJvzpSbjPPXUU3jppZfQvXt3vPfee4iPj2/yOYqiYPLkyXjmmWeQnp7uznXZsmUICgrC5MmTsW3btgbPCwsL87quv//979i2bRumTp2KZ555BiaTCUD1Kb5//vOfsXz5cowdOxajRo0CACxduhQhISH4/PPP0bFjxzpj5ebmAqhuMGfPno3t27cjKysLs2fP9roel40bN2Lt2rVISUkBUH2p4bhx4/DZZ5/h5ptvxosvvoibbrrJ/fh7770Xy5cvx6ZNm9y1AsB9992H559/3r1dLm+99RZmzpyJN998EzNnzgQATJo0CQDcTbPr+9a8XyI0J3+iljLkRzNlZWWiSyCBSvNyRJdAghw7dkx0CSQQ85cXs/c/L730EoKDg7Fq1SqvGmaXSZMmwWQyYdmyZQCqr1d/7733cPXVV6NLly4en1NaWurV2FVVVXj99dcRFRWFuXPn1mksTSYT/va3v7lPI6/NbDZ7XNYoIiLC281q0rhx49wNM1B99PTmm28GACQnJ9dpmAFgwoQJAIBvv/22zu2xsbENGmYAmDx5Mtq2bevxQ4fGtPT90pu3+RO1hiGPNJeXl4sugQQqO3sKoY5o0WWQAFlZWc3644yMhfnLi9n7n6uvvtp9hPK9995zn+7blE6dOmHEiBFYt24dnn32WaxduxaFhYW49dZbG31OWVmZV8uNHjp0CPn5+ejevTteeOEFj4+xWq04cOCA+/vx48fjsccew+WXX44bb7wRKSkpGDRoEDp06ODV9nirT58+DW6Ljq7+W8bT2s4xMTEAgOzs7Dq3l5eXY8mSJVizZg1+/PFHnD9/vs51xz///LPXNbXk/RLB2/yJWsOQTTMRERERibN8+XLccccd2LhxI373u99hzZo1Xq9hfOutt2LTpk1YvXo1li9fjqioKI+zZjeXa1buw4cPY/78+Y0+rvZs7NOmTUNERAQWL16MRYsWYeHChVAUBSkpKXjqqac0W+rMbrc3uM1sNjd5X/3lt+68806sX78eXbt2xXXXXYeoqCj3Nf8LFy5s1lHZlrxfREbFpjlA/NxvZLOfc3/9MR71+DAAwNn2Edjyu4k4npDs1diyrf1MRETUElpdIxxoQkNDsXTpUtx1111Yu3YtxowZg/fffx+RkZFNPnfEiBGIiYnBCy+8gOzsbNx3333uJrE1XM3n6NGj3ad/e2PChAmYMGECzp07h/T0dKxfvx7Lly/H+PHj8fXXX2t+1Lml9uzZg/Xr12Po0KFYtWpVnfesqqoKL7/8crPGa+n7RWREhrym2Wq1ii4h4LTLz8Vv1630+vH+vPazrXOi6BJIEE+nt5E8mL+8mL1/MpvNeP311zFhwgRkZmZi9OjROHnyZJPPM5lMuOWWW5CdnQ1FUTBlypQLPt7bCWCTkpIQHh6Ob775pkWX8oWHh2PEiBF46aWXMHHiROTn5+PLL3/9UKT2JFkiHDlyBABw3XXXNfiQYdeuXXA6Gy6XeaGaW/t+6SUQJwCmwGPIptkITJ31vya3XX5usx7P5bGIiIjoQkwmE1599VXcdtttOHToEEaPHu1xfeH6/u///g9vvfUW3nvvPXTt2lWTWsxmM6ZOnYqcnBzMnj3bYxOZk5ODH374wf39F198AVVVGzzul19+AVD3QE379u0BACdOnNCk3uZyLW+VlpZW5/YzZ87UWQarNtcp855qbsn7RWRUhjw929NOHWjC58zAubkLUHmSM0E3V/HJg2h7UcNJM8j4MjIykJqaKroMEoT5y4vZ+zdFUfCPf/wDFosFCxcuxPXXX4+1a9eie/fujT4nIiIC119/vVfjFxcXu9cebspDDz2E/fv34z//+Q82bdqEK6+8EjExMThz5gyOHDmCr7/+Go8++iguvvhiAMCUKVMQFhaG/v37Iy4uDqqqYseOHdi9ezf69OmDYcOGucceOnQo1q1bh1tvvRUjRoyAxWJBbGysexZsX+vXrx8GDRqE9evXY+TIkRg8eDDOnDmDLVu2ICEhwT15WG0DBgyAzWbDwoULkZ+f7z59/q677oLdbm/2+yVCc/InailDNs1GEDr4MkR+sNTnr1P/Wumm1oOWde1nIiIiap1nnnkGNpsN//jHPzB69GisWbMGycnezaWileDgYPz3v//Fu+++i5UrV2Lz5s0oKipChw4dEBcXh0ceeQTjx493P/6JJ57Atm3bsG/fPmzZsgWhoaGIjY3Fk08+idtvv73OUlRTpkxBVlYW1qxZgwULFqCiogIpKSm6Nc0mkwkrVqzA3Llz8fHHH2PRokWIiYnBlClT8MADD+Dyyy9v8Jx27dphyZIlmD9/PlauXOme1OsPf/gD7HZ7s98vIqNSPJ1yEsi2bt26q6qqql///v19+jp7swtwOLcY3SMC+zqK+k1zzO7NF3x8/aa5qSZbhIIje316pNlXudstZnRz8Hr81khLS+PRJokxf3n5Q/YnTpxodB1h8q2CggIeaZQY8zceb36fZmZmwul07h4+fPhletRkyCPNnhagJ3mEtIvy6fi2YBMO5xZrPm6gfwDjD2JjY0WXQAIxf3kxe7m5llQiOTF/0oMhm2buPHILdfh2ErUYe6jmY/qiCZdRfHy86BJIIOYvL2Yvt9BQ7f+/TIGD+ZMeDNk0FxezAZFZ4bH9aBPfQ3QZJEB6ejoGDhwougwShPnLi9nL68MPP8Tu3bubPMswLi4OkyZN0qkq0lNRURHCwsJEl0EGZ8im2WjXaVPzqJVcCktWZWVloksggZi/vJi9vDZs2ICVK1c2+biUlBQ2zQZVVVUlugSSgCGbZj1pfVqtLdjkk9N/vVV/YrD67q//+Ee9H/ts+whs+d1EHE/wPFOmw2rGuJ6RSOrIa3uJiIioaa+++irmzZvHiaCIyKcM2TQHBQX5/DXsFrNPJm4y8rWt7fJz8dt1K/HmA3/1eH+eswKrvzuNh6/q2qrXCQrhDNSy4ulZcmP+8mL2cjOZTKJLIIGYP+nBkE2z1er7pskXSwPtzS7QfMymmDpHo/Jkjm6v1y4/94L35zlbf2p1WJekVo9Bgalv376iSyCBmL+8mL3cbDaeoSYz5k968P0hWQFKS0tFlxAwwufMgKmzb2eb1lvJmSzRJZAgBw8eFF0CCcT85cXs5VZSUiK6BBKI+ZMeDHmkuaKCE0F5K3TwZYj8YKlPX6P+ddLPj0qo8/1DGw5p+nrlBXmwdOSanTI6deoUEhMTRZdBgjB/eflL9qqqQlEU0WVIp7y8HBaLRXQZJAjzNxZ/ndDZkEeaiYiIiPRkMplQWVkpugwiooBWWVnpl9eps2kmIiIiaiWLxYLiYuNO5klEpIfi4mK/PHPAkKdnc0IAuYXFXSK6hBbTejI4u8Xsk0nr/NWAAQNEl0ACMX95+UP2bdq0wS+//AKg+u8Qk8nEU7V1wtnT5cb8A5+qqqisrERxcTGKiorQoUMH0SU1YMimmYucy62qtBhB5nDRZTSLLdjkk+XGfLEsmj8rLCxEaKi4dc5JLOYvL3/IPjg4GB06dEBhYSHOnDnDU7V1VFVVpctyo+SfmL8xmEwmWCwWdOjQAcHBwaLLacCQTTNn0ZOb89RRtL2ot+gymiXGrv0fe0Ze87sxmZmZSE1NFV0GCcL85eUv2QcHB6N9+/aiy5BOWlqaX+RPYjB/0oMhm+ZAp3WzYws2+aQpIyIiIiIiMjo2zX7EbjH75HTaQDvi2PolqMKAH34dw2E1Y1zPSCR1lOtUZSIiIiIiaj1DNs2ir2tqKV9M2KT1xFKBKM9ZgdXfncbDV3UVXQr5WEJCQtMPIsNi/vJi9nJj/nJj/qQHQ141bzYb8rMAw3JYfZ9XnrPC569B4kVHR4sugQRi/vJi9nJj/nJj/qQHQzbNRUVFokugZhjXM1KXxpmMLy0tTXQJJBDzlxezlxvzlxvzJz2wUyHhkjraND11uuDIXrS9qLcG10YTEREREZHsDHmkmYiIiIiIiEgLhmyaTSaT6BJIIJPNLroEEoTro8qN+cuL2cuN+cuN+ZMeDNk0WywW0SWQQLbobqJLIEF69OghugQSiPnLi9nLjfnLjfmTHgzZNJeUlIgugQQqzvlJdAkkyP79+0WXQAIxf3kxe7kxf7kxf9KDIScCq6ysFF0CXcDP/Ub6dHwl0gHTkw8CCPfp65D/yc/PF10CCcT85cXs5cb85cb8SQ+GbJpJburpPJybuwD402OiS/ELe7MLNB3PbjGjm8Oq6ZhERERERP6KTbMkDucWazqeLdiEGHuoV481dY5G5ckcTV+/KXq/nj+yBZs0zx0AukfYNB+TiIiIiMhfGbJpDgsLE12C37BbzD5pcprTjIXPmYFzcxewkdWZtx9qNIcvmnAtpaamii6BBGL+8mL2cmP+cmP+pAdDNs0VFRWiS/AbvjiNtrmn+4YOvgyRHyzVvI76mrpW+qENhzR7LYfVjHE9I5HUkUdd/UlOTg6io6NFl0GCMH95MXu5MX+5MX/SgyFnzy4tLRVdAhlcnrMCq787LboMqufQIe0+GKHAw/zlxezlxvzlxvxJD4ZsmomA6qPBvpTn5BkNRERERERGx6aZDGtcz0ifN85ERERERGRshuwoLBaL6BLIDyR1tOHhq7pqOqaW10WT9pKTk0WXQAIxf3kxe7kxf7kxf9KDIY80BwUZcrOIqAlt2rQRXQIJxPzlxezlxvzlxvxJD5p1l4qidFEU5U1FUbIVRSlVFOWooij/VBSlfTPHSVUUZV3N80sURTmuKMoGRVGu9XaM4mL/XhaHiHxj586doksggZi/vJi93Ji/3Jg/6UGTpllRlO4AdgG4HUA6gBcBHAEwE8BXiqJEeDnOnwB8AWB4zdcXAXwGYCiAjYqizNGiXiIiIiIiIiJvaHVN82sAIgHMUFX1ZdeNiqL8A8B9AOYCuPtCAyiKEgzgWQAlAC5TVfXHWvc9A2APgDmKorygqirXlCIiIiIiIiKfa/WR5pqjzNcAOArg1Xp3PwGgCMAURVHCmhjKASAcwIHaDTMAqKqaCeAAACuAJi9cMJsNOb8ZETUhKipKdAkkEPOXF7OXG/OXG/MnPWhxevZVNV8/UlW1qvYdqqoWANgOwAZgcBPjnAZwBkCSoiiJte9QFCUJQCKADFVVc5sqKDQ01MvSichIEhMTm34QGRbzlxezlxvzlxvzJz1ocUj2NzVfDzRy/0FUH4lOArC1sUFUVVUVRZkG4L8AdimK8j6AbACdAdwIYD+ACd4U9OOPP+Kee+7xeN8nn3zizRDkhcO52k64Zgs2IcbODzwCwd7sAk3Hs1vM6OawtnqcPXv2oG/fvhpURIGI+cuL2cuN+cuN+ZMetGiaw2u+nmvkftft7ZoaSFXVVYqiZANYCeDWWnedAvAfVE8u1iRVVVFYWOj+3mqt/mPc6XQiLS0NABAbG4v4+Hikp6ejrKwMABAWFoa+ffvi4MGDOHXqlPv5AwYMQGFhITIzM923JSQkIDo62j0eALRv3x49evTA/v37kZ+f7749NTUVOTk5OHTo1zV+k5OT0aZNmzoz/kVFRSExMRF79uxBUVERACAkJAQDBw7EsWPHkJWV5X5snz59AAAZGRnu2/Tcpu4X9UbZ+VyU/nLi1/c5qiuCQm0oOv69+7bgtg5YOsai6MQBVJU5AQCKyYw28T1QmpeDsrO/1pTXJhaVoZUoPnnQfVtIuyiEOqJReGw/1MoKAEBQiBVhXZJQciYL5QV5aEzBkb0I7dAFIfYIFBzZ677dZLPDFt0NxTk/obL4vPv2tl5tU92rDFzjNrZNts7Vn362dJvC4i5BVWkxnKeOum/Tfpu8zykSwLHKWACAo/DXn8eiUAeKLBGIOH8EJrUSAFAeFIr8tnFoW3wK1vJfa/qlbTeYK0vQrvhn921lHbqgm6Nrq/enoqIi9xiBtD8Z8XeEqG1KS0sz3DYZMSett6n2vm+UbTJiTr7cprS0NMNtkxFz8tU25eTkGG6bjJiTlttksVh0XWZYUVW1dQMoyiIAUwFMVVX1DQ/3zwXwCIBHVFV9tomxJgN4HcAaAE8DOAYgHsBjACYBWKWq6h8uNMbWrVt3VVVV9evfv39LNocE2ZtdgMO5xegeYWvxGD/3G1nn+5jdm1tbVgMPbThU5/vnRyVo/hqyceXeu1PbVo+VlpaG1NRUDaqiQMT85cXs5cb85cb85ZSZmQmn07l7+PDhl+nxelocaXYdSQ5v5H7X7WcvNEjNdctvAtgHYEqt66N/UBRlCqpPA79JUZRhqqp+2sRY3tRN1Gr1m+jWcFjNGNczEkkdW/7BgexCQkJEl0ACMX95MXu5MX+5MX/SgxbHtF0zXSc1cr/r6vzGrnl2uQZAMIDPPEwoVgXg85pvm/w0wWZj00GBJ89ZgdXfnRZdRkAbOHCg6BJIIOYvL2YvN+YvN+ZPetDiSLNrZq1rFEUJqt3wKorSFkAKgGIAO5oYxzUDVMdG7nfdXtZUQa5z7Elu9U/X1sL9NV/Pto/Alt9NxPGEZE3Hz3NWaDqebI4dO4b4+HjRZZAgzF9ezF5uzF9uzJ/00OojzaqqHgbwEYCuAKbVu/spVM+c9JaqqkWuGxVFuVhRlIvrPfaLmq/jFUW5tPYdiqL0ATAegApgW1M1lZeXN2cTiJqtXX4ufrtupegyqJ7aE1iQfJi/vJi93Ji/3Jg/6UGLI80AcA+ALwEsUBRlOIBMAINQvYbzAQBz6j3eNY2a++JjVVXTFUX5D4DbAeysWXLqGKqb8RsAhAD4p6qq+zWqmQzG1DkalSdzdHu9dvm5mkwEpuV10UREREREpC1N5umuOdrcH8ASVDfLDwDoDuAlAINVVc31cqg7Ud00fwVgZM04IwCkAZioqup9WtRLxhQ+ZwZMnaNFl0FERERERAai1ZFmqKqaheqG15vHepzeWq1e/2pJzb8Wc63LTHIJHXwZIj9YisrSYphCfTMZnC+ukybtuNYUJDkxf3kxe7kxf7kxf9KDfitCExEREREREQUYQzbNTqdTdAkkUPHJg6JLIEEyMjJEl0ACMX95MXu5MX+5MX/SgyGbZiIiIiIiIiItsGkmIiIiIiIiaoQhm+bg4GDRJZBAIe2iRJdAgsTGxoougQRi/vJi9nJj/nJj/qQHzWbP9ichISGiS6AWOpxbrMEodqDWOLZgE2LsoRqMS760N7ug9YMEO3C2Zhy7xYxuDs6kL5P4+HjRJZAgzF5uzF9uzJ/0YMimubhYi8aL9GS3mNE9QptlogqP7Ueb+B7u77VpxMlXbMEmzTKKOH8EufaLAECznycKHOnp6Rg4cKDoMkgAZi835i835k96MGTTXL3cMwUSLY8Iph2pQO9ObQFodPSSfErLswAKzlWie4SNH5RIqqysTHQJJAizlxvzlxvzJz0YsmkmCmQPbTik2VgOqxnjekYiqSOPuhIRERERtYQhJwILCjLkZpGXwsLCRJfgN/KcFVj93WnRZegmKITXMMuM+768mL3cmL/cmD/pwZDdpdXKP5xl1rdvX9ElNIvD6tsTPvKcFT4d35+EdUkSXQIJFGj7PmmH2cuN+cuN+ZMeDNk0l5aWii6BBDp48KDoEpplXM9InzfOsig5kyW6BBIo0PZ90g6zlxvzlxvzJz0Y8i/1igp5jqxRQ6dOnUJiYqLoMryW1NGGh6/qqumYWl4XHUjKC/Jg6cj1GmUVaPs+aYfZy435y435kx4MeaSZiIiIiIiISAtsmomIiIiIiIgaYcim2Wbj8joyGzBggOgSSJCwuEtEl0ACcd+XF7OXG/OXG/MnPRiyaa6qqhJdAglUWFgougQSpKq0WHQJJBD3fXkxe7kxf7kxf9KDIZvmkpIS0SWQQJmZmaJLIEGcp46KLoEE4r4vL2YvN+YvN+ZPejBk00xERERERESkBTbNRERERERERI0w5DrNoaGhoksggRISEhrcdjhXm2tdOcWcfwvt0EV0CSSQp32f5MDs5cb85cb8SQ+GbJrNZkNuFnkpOjra/d92ixndI7RrdX/WbCTyhRB7RJ3v92YXaP4adosZ3RxWzcel1qu975NcmL3cmL/cmD/pwZDdZVFRkegSSKC0tDSkpqYCgObNDZtm/1ZwZC/aXtQbtmCTZmcX1KflhzCkrdr7PsmF2cuN+cuN+ZMeDNk0E5HcYuy+uUTDV404EREREfkvNs1EEnhowyHNxnJYzRjXMxJJHXnElYiIiIiMz5BNs8lkEl0CCdS+fXvdXuvnfiN9Or6pczTC58xA6ODLfPo6zZHnrMDq707j4au6ii6lAZPNLroEEkjPfZ/8C7OXG/OXG/MnPRhyySmLxSK6BBKoR48eokvQTOXJHJybu6DZz3NYfft5WJ6zwqfjt5QtupvoEkggI+371DzMXm7MX27Mn/RgyKa5pKREdAkk0P79+302tjWuk8/GbkzlyZxmP2dcz0ifN87+qDjnJ9ElkEC+3PfJvzF7uTF/uTF/0oMh/6qurKwUXQIJlJ+f77Oxezw/C3vun9eiRlZPSR1tmp8+reV10b5SWXxedAkkkC/3ffJvzF5uzF9uzJ/0YMimmchXOgwdiMgPluJwbrFPlx7y9bXSRERERETkHUOenk1ERERERESkBUM2zWFhYaJLIIG4wL282l7UW3QJJBD3fXkxe7kxf7kxf9KDIZvmigr/nNmX9JGT49/XG5PvlJ3PFV0CCcR9X17MXm7MX27Mn/RgyKa5tLRUdAkk0KFD/j9hFflG6S8nRJdAAnHflxezlxvzlxvzJz0YsmkmIiIiIiIi0gJnzyYKAL6cTdvUORrhc2YgdPBlPnsNIiIiIqJAZcim2WKxiC6BBEpOThZdQkCpPJmDc3MXIPKDpaJLaTVrVFddXmdvdoGm49ktZnRzWDUdU0bc9+XF7OXG/OXG/EkPhmyag4J41rnM2rRpo8vrHM4t1nQ8W7AJMfZQANVHfytP6jexhZ6v5UtBob5bOxuozkjr3AH4dM1vmei175P/YfZyY/5yY/6kB0M2zcXF2v9RS4Fj586dPl1+wG4x+6TJqd2Mhc+ZgXNzFximmdVL0fHvfbrslOtDDS35ogmXla/3ffJfzF5uzF9uzJ/0YMimmciXfHEabf3TfUMHX+bz06V9eZ00EREREZFR8DxmIiIiIiIiokYY8kiz2WzIzSIvRUVFiS5BCg9t0G5dRIfVjHE9I5HUsXWnvQe3dWhUEQUi7vvyYvZyY/5yY/6kB0MeaQ4N1f66QwociYmJokugZspzVmD1d6dbPY6lY6wG1VCg4r4vL2YvN+YvN+ZPejBk0+x0OkWXQALt2bNHdAmG5LD69gyOPGdFq8coOnFAg0ooUHHflxezlxvzlxvzJz0YsmmuqqoSXQIJVFRUJLoEQxrXM9LnjXNrVZXxAzOZcd+XF7OXG/OXG/MnPfj3X8BE5DeSOtrw8FVdNR1Ty+uiiYiIiIh8wZBHmhVFEV0CCRQSEiK6BBJEMfFzQJlx35cXs5cb85cb8yc9GLJpttlaNwMvBbaBAweKLoEEaRPfQ3QJJBD3fXkxe7kxf7kxf9KDIZvmsrIy0SWQQMeOHRNdAglSmpcjugQSiPu+vJi93Ji/3Jg/6cGQTXN5ebnoEkigrKws0SWQIGVnT4kugQTivi8vZi835i835k96MGTTTERERERERKQFzppDROQH9mYXaDqe3WJGN4dV0zGJiIiIZGTIptlq5R+KMuvTp4/oEkgQW+dE0SU0my3YhMO5xZqP2z1CvgkRue/Li9nLjfnLjfmTHgzZNBMRBYoYe6jmY/qiCSciIiKSlSGvaXY6naJLIIEyMjJEl0CCFJ88KLoEEoj7vryYvdyYv9yYP+mBR5qJ/IjWRwhtwSafHMkkIiIiIpIFm2YiP2C3mH1yDSpP0yUiIiIiah1DNs3BwcGiSyCBYmNjRZfQbL6Y5Vjr2ZgDQUi7KNElkECBuO+TNpi93Ji/3Jg/6cGQTXNISIjoEkig+Ph40SVQCz204ZAGo1SP4bCaMa5nJJI6yjeLtKy478uL2cuN+cuN+ZMeDDkRWHExT0mVWXp6uugSyA/kOSuw+rvTossgHXHflxezlxvzlxvzJz0YsmlWVVV0CSRQWVmZ6BLISw6rb092yXNW+HR88i/c9+XF7OXG/OXG/EkPhmyaiSgwjOsZ6fPGmYiIiIioNQz512pQED8LkFlYWJjoEshLSR1tePiqrpqNV3TiAJ7cx/1fVtz35cXs5cb85cb8SQ+G/OvSatV+JmIKHH379hVdAgkS1iVJdAkkEPd9eTF7uTF/uTF/0oMhm+bS0lLRJZBABw8eFF0CCVJyJkt0CSQQ9315MXu5MX+5MX/SgyGb5ooKTv4js1OnTokugQQpL8gTXQIJxH1fXsxebsxfbsyf9GDIa5qJiAjYm12g6Xh2ixndHLz8hYiIiOTCppmIyGBswSYcztV+vfruETbNxyQiIiLyd4Zsmm02/mEnswEDBogugQQJi7sE+OGY6DKEi7GHaj6mL5pwrXHflxezlxvzlxvzJz1odk2zoihdFEV5U1GUbEVRShVFOaooyj8VRWnfgrH6KYqyQlGUEzVjnVIU5TNFUW715vlVVVXN3wAyjMLCQtElkCBVpf7f2JHvcN+XF7OXG/OXG/MnPWjSNCuK0h3ALgC3A994qxMAACAASURBVEgH8CKAIwBmAvhKUZSIZow1HcBOANcA2Arg7wDeB2ACMMqbMUpKSppTPhlMZmam6BJIEOepo6JLIIG478uL2cuN+cuN+ZMetDo9+zUAkQBmqKr6sutGRVH+AeA+AHMB3N3UIIqiXANgAYCPAYxXVbWg3v3BGtVLRERERERE1KRWH2muOcp8DYCjAF6td/cTAIoATFEUJcyL4Z4H4AQwqX7DDACqqpa3rloiIiIiIiIi72lxevZVNV8/UlW1zsXENY3vdgA2AIMvNIiiKD0BXArgIwB5iqJcpSjKg4qiPKAoynBFUbyuNTRU+0lwKHAkJCSILoEECe3QRXQJJBD3fXkxe7kxf7kxf9KDFqdn/6bm64FG7j+I6iPRSai+RrkxrqnvTgP4FMCV9e7/VlGU36uqeqipgo4cOYIZM2Z4vO+TTz5p6ukU4KKjo0WX4Fcam/W4/hzz3s6ObAs2+WR2Zi2E2CMA5IsugwThvi8vZi835i835k960KJpDq/5eq6R+123t2tinMiar3cCOAngegBpAKIAPA5gMoAPFUXppapq2YUGqqqqqjOTntVqBQA4nU6kpaUBAGJjYxEfH4/09HSUlVUPFxYWhr59++LgwYM4deqU+/kDBgxAYWFhnYkGEhISEB0d7R4PANq3b48ePXpg//79yM//9Q/31NRU5OTk4NChX/v95ORktGnTBjt37nTfFhUVhcTEROzZswdFRUUAgJCQEAwcOBDHjh1DVlaW+7F9+vQBAGRkZLhv4zZxm+pvU/eLeqPsfC5Kfznhvs0a1RVBoTb8+io1j42woejEAVSVOQEAismMNvE9UJqXg7Kzvz46r00sKkMrUXzyoPu2kHZRCHVEo/DYfqiVFQCAoBArwrokoeRMFsoL8tyPDYu7BFWlxXUm7Qrt0AUh9ggUHNnrvs1ks8MW3Q3FOT+hsvi8+/a2F9imouPfA6h7JchDG5r8nK1ZHFYzxsQqiA86q+M2VQtu64ClY6xXOdk6JwKAZjlFAigL7gJ0aivt/sRt4jZxm7hN3CZuE7fJP7bJYrEgKEizhaCapKiq2roBFGURgKkApqqq+oaH++cCeATAI6qqPnuBcR4G8EzNt0NUVf2q1n0Kqmfl7o/q651XNjbO1q1bd1VVVfXr379/i7aHAl9aWhpSU1NFl+H3NkUPEV2C5pRIB1aNmoTjCck+fR2H1YyHr+rq09fwN4dzi9E9wobendqKLqVR3PflxezlxvzlxvzllJmZCafTuXv48OGX6fF6WrTnriPJ4Y3c77r9bCP3o979ObUbZgBQqzv7dTXfDmx2hUQkBfV0Hkb+722fv06es8Lnr0FERERE/kGLpvnHmq9JjdyfWPO1sWue64/TWHPtOl5vbaogk8nU1EPIwNq3by+6hIBgjeskugSfaJv3CxxWrVbTo0DCfV9ezF5uzF9uzJ/0oMVflq6Zta5RFCWo9gzaiqK0BZACoBjAjibG2YHq5am6KooSpqpqUb37e9Z8/ampgiwWi1eFkzH16NFDdAkBocfzs7D/oflwHs8WXYrmfHHqtNbXRpP2uO/Li9nLjfnLjfmTHlrdNKuqelhRlI9QPUP2NAAv17r7KVTPyvPv2k2woigX1zz3h1rjFCuKshjADAB/UxTl/prTsqEoSi8AtwGoAPBeUzWVlJS0drMogO3fv5+/QL3QYehADE1vcneqY292gfvaVn/yc7+RoksgP8B9X17MXm7MX27Mn/Sg1TmM9wD4EsACRVGGA8gEMAjVazgfADCn3uNd06gp9W5/DNVLTf0ZwOWKomxH9ezZvwdgAfBnVVUPN1VMZWVlCzeDjKD2zHtEpK292QWajme3mNHN0eRVN17hvi8vZi835i835k960KRprjna3B/AXwFcC2AUgJ8BvATgKVVVvfppVlX1vKIoVwB4GMBNAKYDcKJ66akXVFX9SIt6iYioeWzBJq/X8m4OfztrgYiIiKg+zWbLUVU1C8DtXj62/hHm2vcVovrIdP2j00REJEiMPVTzMX3RhBMRERFpTb8VoXUUFhYmugQSiGv1EcmJ+768mL3cmL/cmD/pwZBNc0UF11CVWU5OjugSiEgA7vvyYvZyY/5yY/6kB0M2zaWlpaJLIIEOHeLSQEQy4r4vL2YvN+YvN+ZPetDsmmYiIn/hiyWo7q/132fbR6DU8QBCB1+m+esQERERkX8x5JFmIiJfapefi3NzF4gug4iIiIh0YMim2WKxiC6BBEpOThZdAunM1Dla99esPMlrqPwN9315MXu5MX+5MX/SgyGb5qAgQ24WealNmzaiSyCdhc+ZIaRxJv/CfV9ezF5uzF9uzJ/0YMhrmouLufanzHbu3MnlByQTOvgyRH6wFAVH9qLtRb198hoPbTiE+x+d5pOxSRvc9+XF7OXG/OXG/EkPhmyaiYj08NAGbWbsdFjNGNczEkkdbZqMR0RERETaYdNMRM12OFfbszlswSbE2EM1HTOQ5DkrsPq703j4qq6iSyEiIiKiegzZNJvNhtws8lJUVJToEgzLbjGje4T2R0O1asKD2zo0GccTh9W3v1fynBU+HV8G3PflxezlxvzlxvxJD4bsLkND5T1iRUBiYqLoEgyrm8Oq+Zh7sws0G8vSMVazseob1zPSZ2PLTrOfgbBo7M0ugN1i9snPKvkv/t6XG/OXG/MnPRiyaXY6naJLIIH27NmDvn37ii6DBCg6cQBhXZJ8MnZSRxt+rnfb86MSWjWmVtdEBypbsEnTU/3bFxxHfts4n5wNQf6Nv/flxvzlxvxJD4ZsmquqqkSXQAIVFRWJLoEEqSrjB2aBROvr2AvOlWo6HgUO/t6XG/OXG/MnPXBBYyIiIiIiIqJGGLJpVhRFdAkkUEhIiOgSSBDFZMiTZ8hLzF9e/L0vN+YvN+ZPejBk02yz8Xo2mQ0cOFB0CSRIm/geoksggZi/vPh7X27MX27Mn/RgyKa5rKxMdAkk0LFjx0SXQIKU5uWILoEEYv7y4u99uTF/uTF/0oMhm+by8nLRJZBAWVlZoksgQcrOnhJdAgnE/OXF3/tyY/5yY/6kB0M2zURERERERERaYNNMRERERERE1AhDNs1Wq1V0CSRQnz59RJdAgtg6J4ougQRi/vLi7325MX+5MX/SgyGbZiIiIiIiIiItGHJRS6fTKboEEigjIwOpqamiyyABik8eRNuLeosugwQpPnkQCK8+2rw3u0Dz8e0WM7o5eCaTP+Lvfbkxf7kxf9KDIZtmIiKSky3YhMO5xT4Zu3uEzSfjEhERkX9j00xE5Cce2nBIs7EcVjPG9YxEUke5Gr0Ye6hPxvVVI05ERET+z5BNc3BwsOgSSKDY2FjRJZAgIe2idH29n/uNbNXz77/AfWfbR2DL7ybieEJyi8bOc1Zg9Xen8fBVXVv0/ECkd/7kP/h7X27MX27Mn/RgyInAQkJCRJdAAsXHx4sugQQJdUSLLkEz7fJz8dt1K1s1Rp6zQqNq/n979x5m1X3f9/7znfsFhpsYBgMCCQYLgw9CCEpt4pjQyK7dxK6p0/ZxfGyncY4bO0ocW+fUJjm+tDxO66aJpSaNU9eRYuduPbHqxrV9QpTYxE4hNuAKYwOSQAhpQDBc5j7MzO/8sffAMJ4NM8xa67vX+r1fzzPP1qy957e/m4/WnvnutX6/lQ9Fyh8zw/t+3Mg/buSPLBSyae7v5zS6mO3fv9+7BDjpPXUk1fFrl2XblM2/eCHT58u7tPNH9eJ9P27kHzfyRxYKeXp2CMG7BDgaHh72LgG3IYk5o+2jI9fGaamvTXx+67zdD+rynoc1eqYr0XFv5pNvWDOjxyc5LzpvwmhcR9ZxHe/7cSP/uJE/slDIphlAfrQ11SW2KnHP5esrHKexcFPjts1q/9JjiY870WznSQMAACBZhWyaa2oKedY5pqm1tdW7BMxAkte9PXi2VRtfNjeVa/Si+tU0cA3lWPG+Hzfyjxv5IwuF7C6bm/nDKWabNm3yLgFOyD5urcvXepcAJ+z7cSP/uJE/slDIpnloaMi7BDg6fvy4dwlwQvZxG3zptHcJcMK+Hzfyjxv5IwuFbJpHRlgMJmZnz571LgFOyD5uV3u6vUuAE/b9uJF/3MgfWSjknGYAANKQ9Hz5tqa6ROf1AwCA5NE0AwBwCy31tamsyJ7UyvEAACA9hWyaW1r4IyRmW7Zs8S4BTsg+bq13viK1sZO+5reUzmXRYsW+Hzfyjxv5IwuFnNM8NjbmXQIc9fb2epcAJ2Qft7EhmtBYse/HjfzjRv7IQiGb5sHBQe8S4Ojo0aPeJcAJ2cdt4OxJ7xLghH0/buQfN/JHFgp5ejYAoOShL59IbKyFzXXataFdaxczBQYAAMSjkEeaAQDJ6x4Y0eNPnfMuAwAAIFOFbJobG5NfsAX5sWbNGu8S4ITsS0eD09Q9MJLq+LPReMdy7xLghH0/buQfN/JHFgrZNNfVcdZ5zDo6OrxLgBOyl3ZtaE+9ca5WDW2LvEuAE/b9uJF/3MgfWSjkX1Z9fX3eJcDRvn37tH37du8y4IDspbWLW/ShHasSHTPJedFp6nnmsObevdG7DDhg348b+ceN/JGFQh5pBgAAAAAgCYU80gwAQF4cfqEn0fHamup018LmRMcEACBmhWyaa2trvUuAowULFniXACdkH7faljbvEmakpb5WT1/oT3zc1YviuyQY+37cyD9u5I8sFLJpbmpq8i4BjtavX+9dApxMzj6NhqSlvlZL21ihvxq1dNzlXcKMpPH/URr/z+cB7/txI/+4kT+yUMimeXBw0LsEODpy5AhvoJEaz76tqS61o22xNiV50N/1bO4aZySD9/24kX/cyB9ZKGTTPDo66l0CHF28eNG7BDgZzz6t+ZxJzz2djhfve12q49cu69C83Q+qcdvmVJ8nC6P9V7xLgBPe9+NG/nEjf2SB1bMBIGKjZ7p0ec/D3mUAAABULZpmAKgitcs6Mn/O0TNdmT8nAABAXhSyaW5tbfUuAY64wH28ipD9vN0PujTORTD37o3eJcBJEfZ93D7yjxv5IwuFnNM8MjLiXQIcdXV1qaODpiNGRci+cdtmtX/psdSfJ+250h6Gr1xQQ9si7zLgoAj7Pm4f+ceN/JGFQjbNQ0ND3iXA0YkTJ3jzjBTZZ+OhL59IbKyFzXXataFdaxfPfrXzofPP0zRHin0/buQfN/JHFgrZNAMA8qF7YESPP3VOH9qxyruUQkl6pfe2prrUVqUHAKDa0TQDAG5qYXOdugfSm/aS5tixaamvTeVa4mld9xwAgDwoZNPc1NTkXQIcrVu3zrsEOCH7dOza0K7HnzpX9c1t85JV3iW4W9rWmPiYaTThSWPfjxv5x438kYVCNs01NYVcFBzTNGfOHO8S4ITs07F2cUvip08nOS96XE0jR0Njxb4fN/KPG/kjC4XsLvv7q/9TcaTnwIED3iXACdnHre+573mXACfs+3Ej/7iRP7JQyKYZAAAAAIAkFPL0bADAzGR93eZfnvz8vzL7Ma19oRo++kE1bts8+8EAAADKCnmkua6OzwJitmTJEu8S4ITs4xbOdevynoe9y4AD9v24kX/cyB9ZKGR32diY/OqhyI/Ozk7vEuCE7KevdlmHRs90eZeRuCK+pmpRzdd+Zt+PG/nHjfyRhUI2zQMDA94lwNHBgwe1adMm7zLggOynb97uB3V5z8M0mbilPFz7mX0/buQfN/JHFgrZNI+NjXmXAEd9fX3eJcBJVtkn3UC01Nemcn3dm2nctlntX3os0+ecaPIlpz75hjW3PVbW87Fjk4drP/O+Hzfyjxv5IwuFbJoBIA1tTXWJHh0bl8ZRPAAAACSjkE2zmXmXAEcNDQ3eJcBJ2tknNf9yoqTniQIx4n0/buQfN/JHFhJrms1suaSPS3q9pEWSXpT0RUkfCyFcvM0xXyPpSZVW+d4TQpjWRUlaWpI/EoT82Lp1q3cJcEL2+TX5dO2ZmHz5qk88eVK7NrRr7WJ+F8SCfT9u5B838kcWErnklJmtlvRtSe+StF/Sb0h6RtIvSvqWmS26jTHnSnpM0ozPWxweHp7pj6BATp065V0CnJA9JKl7YESPP3XOuwxkiH0/buQfN/JHFpK6TvNvS2qX9GAI4c0hhH8TQvgxlZrnl0vacxtjfkrSPEmfmOkPXr169TaeDkVx+vRp7xLghOzzY2FzurODugdGUh0f1YV9P27kHzfyRxZm/VdL+SjzA5JOSvqtSXd/RNLPSXq7mX0ghDCt5e3M7E0qHbV+exI1AgCqy64N7Xr8qXM0t5FLck7/4Rd6Er32MwAA45JoSHeUb78WQrjhWk8hhB4z+1uVmuptkvbeajAza5f0XyV9MYTweTN7ZwI1AgCqyNrFLfrQjlWJjPXitFa7QDVJ+trP7SqtQp/G6vYAACTRNL+8fHuswv3HVWqa12oaTbNKDXONpPfcbkFnzpzRQw89NOV9Tz755O0Oi5y49957vUuAE7KHJP3yr7xXUjrNdO2yDs3b/aAat21OfvCIJH3t59E5nVJvokMiR3jvjxv5IwtJNM3zyreXK9w/vn3+rQYys5+R9JOS/nkI4eztFhRCUG/v9d+ezc2lU7UGBga0b98+SdKKFSu0cuVK7d+//9rCYa2trdq0aZOOHz+us2evP/2WLVvU29uro0ePXtu2Zs0adXR0XBtPkhYsWKD169fryJEjunjx+oLh27dvV1dXl06cuL467Lp16zRnzhwdOHDg2rYlS5aos7NTBw8evHah9oaGBm3dulWnTp26Yc7G+BvEoUOHrm3jNfGaYn9NE2vK02vSvE4NX7mgofPPX9vUvGSVahpb1Pfc965tq5+7UE2LV6jv+WMaGx6QJFltneasXK+h7i4NX7peU8uyTklS/5nj17Y1zF+ixoUd6j11RGG0dFp0TUOzWpev1eBLp3W1p/vaY1vvfIXGhvo1cPbktW2NdyxXQ9si9Txz+Nq22pY2tXTcpf6uZzXaf+Xa9rl3b8zsNWVp9EyXLn70P6r1t/+NJHKqptfULqnnsqSXxfW+x2viNfGaeE0xvqampibV1CS1PNetWQhhdgOY/a6kd0t6dwjhM1Pcv0fShyV9OIRQcVEvM1sl6buSvhJC+KkJ298p6fc0zUtO7d2799tjY2P33X///TN8JSiKffv2afv27d5lwEEesz/8Qg+nlc7SuZ94h0bPdGX6nEu/89VMnw831/PMYZ2b16nVi1q08WVzvctBxvL43o/kkH+cjh49qoGBge/s3Lkzk1O/kmjPx48kz6tw//j2S7cY57OSBiT9fAI1AQAiMW/3g6pd1uFdBgAAKKgkTs/+Qfl2bYX7O8u3leY8j7tPpQb7JTOb6v7dZrZb0hMhhDfPuEoAQCE1btus9i89poe+fOKG7Z98w5rEnuPF+16X2FhIV5IrcktiRW4AQCJN8/jKWg+YWc3EFbTNbK6kV0vql/R3txjn9yVNdX5ip6TXSDok6duSDt6qoPr6+mmUjaJasWKFdwlwQvZAnBrmL1FLXbIrco9j6kT1470/buSPLMy6aQ4hPG1mX1Nphez3Snpkwt0fk9Qq6dMTr9FsZveUf/b7E8Z5cKrxy3OaXyPpL6Yzp1kqTWhHvFauXOldApyQPRCnxoUdWprCuGk04Uge7/1xI39kIaklx35e0jlJD5vZF83sE2b2V5Ler9Jp2bsnPf5o+SsV/f38kovZ/v37vUuAE7IH4tR76oh3CXDEe3/cyB9ZSOL07PGjzfdL+rik10t6g6QXJX1K0sdCCBdv9vNJm+2K4Mi38SXwER+yx0ST5zjPxi8nNhLSMH4ZK8SJ9/64kT+ykEjTLEkhhNOS3jXNx0650leFxz4q6dHbqwoAAAAAgNuXWNNcTbK80DWqT2trq3cJcJLn7JOeO9lSX6ulbY2Jjlnt5jcEXRqe9meyKJCahnRXt056RW6JVbmTlOf3fswe+SMLhWyam5v5JRSzTZs2eZcAJ3nMvq2pLpXVeWNcwOitG5fp8afOqXuAU3Vj07q80lUvZ6elPp0VuSVW5U5SHt/7kRzyRxYK2TQPDQ15lwBHx48fV2dn560fiMLJY/ZpHGlK46hYHtypC/rQjlWJjzvV3Oi0r9tcu6xD83Y/qMZtm1N9nqIYfOm0mhYnf9mZtM7WiPFDrTTl8b0fySF/ZKGQ5zGPjHCUIWZnz571LgFOyD5uV3u6vUtIzOiZLl3e87B3GblRpOwxc7z3x438kYVCHmkGACBJlxYs0vyLFzJ9ztEzXZk+H7KX9FkhzJMGgHTQNAMAcAt/+aZ/qX/0xB9l3jijmNKaK808aQBIRyGb5pYWfmnEbMuWLd4lwAnZx631zlekNvZza9bpsx/4uCTpk29Yk9rzpD1XuqjSzD4NacyVjnmeNO/9cSN/ZKGQc5rHxsa8S4Cj3t5e7xLghOzjNjYUb9MQO7KPG+/9cSN/ZKGQR5oHBwe9S4Cjo0ePavv27d5lwAHZx23g7EnNvXujdxlwQPbXxThPmvf+uJE/slDIphkAgLRMdQmq27WwuU67NrRr7WKmFWF2mCcNAOmhaQYAwEn3wIgef+pcKteXRlyYJw0A6Slk09zYmPwvDuTHmjXpLdKD6kb2cWu8Y3kq4y5srlP3wEgqY0tKdexYpJU9Sqr9lG/e++NG/shCIZvmurpCvixMU0dHh3cJcEL2cWtoW5TKuLs2tOvxp87R3FaxtLKPXV5O+ea9P27kjywUsrvs6+vzLgGO9u3bx4IQkSL7uPU8cziVxaDWLm5J/PTpJOdFI73sY5fmKd9JHr3ueeawlr1ic9UvWIZ08LsfWShk0wwAQBFw3ebpK8pFZ2qXdWje7gfVuG2zdympSOPodbukK4OcCQIgPTTNAAAAVWL0TJcu73lY7V96zLuUVKRx9Lrncum22udeA8ivQjbNtbW13iXA0YIFC7xLgBOyj1ttS5t3CbNWu6xDo2e6vMuAM/4fmJmR+tbU5l4n3YhLNONJ43c/slDIprmpqcm7BDhav369dwlwQvY3SvqPyJb62lSOEiWlpeMu7xJmbd7uB3V5z8M0TcAMLFixRkm3TS9eGUrtkltpNOMxN+L87kcWCtk0Dw4OepcAR0eOHOENNFJkX9LWVJf46rRS9V+ztb/r2dw3zo3bNhf2tNw0FSF75q/fvjTyT+sDwrSa8bSOiufB1XMndf+9r/QuAwVXyKZ5dHTUuwQ4unjxoncJcEL2JWkcbcjDH2Oj/Ve8S7htSa6mvbC5Trs2tGvt4uQ/OKlWec4es5en/NNoxtM8Kp4H7b2Xc/E7CskavTqmwVHNyer5Ctk0AwAQq+6BET3+1LnEL5MFoDpV87SZtL14ZUhS9Z8JheQtHRnT8Jgy+3SYphkAgIwtbK5T90B6l8hJc2wAqBZL2xrVc16pTElCdRs9X6Mwqsw+LanJ6omy1Nra6l0CHHGB+3iRfdzm3r3Ru4Rp27WhXQub+dw6KXnKHskj/7iRP7JQyN/YIyN8wh6zrq4udXR0eJcBB2Qft+ErF9TQtsi7jGlZu7gl8dOnk5wXnTd5yh7JI/+4kT+yUMgjzUNDQ94lwNGJE/H+4Rg7so/b0PnnvUuAE7KPG/nHjfyRhUI2zQAAAAAAJIGmGQAAAACACgrZNDc1NXmXAEfr1q3zLgFOyD5uzUtWeZcAJ2QfN/KPG/kjC4VcCKymppCfBWCa5szJ7DrnqDJkH7eaRi45MlGSC4MtbK7Trg3tWru4Ov+NyT5u5B838kcWCtld9vdzgfOYHThwwLsEOCH7uPU99z3vEgqre2BEjz91zruMisg+buQfN/JHFgrZNAMAEJu0r/vcPcDlHAEAcaJpBgCgAHZtaE+9cQYAIEaF/O1aV1fIl4VpWrJkiXcJcEL26Xv6QrLTX1rqa7W0rTGRsernLkxknLxau7hFH9qxKtExk5wXnabYs48d+ceN/JGFQnaXjY3J/AGGfOrs7PQuAU7IPj1tTXVavSj5xVaSbMKbFq9IbCzkC9nHjfzjRv7IQiGb5oGBAe8S4OjgwYPatGmTdxlwQPbpuWthc+JjHn6hJ9Hx+p4/ptblaxMdE/lA9nEj/7iRP7JQyDnNY2Nj3iXAUV9fn3cJcEL2cRsb5gPTWJF93Mg/buSPLBTySDMAAEheTNd+BgBgXCGPNJuZdwlw1NDQ4F0CnJB93KyWz4HzJMlrP5N93Mg/buSPLBSyaW5p4VPrmG3dutW7BDgh+7jNWbneu4TCycu1n8k+buQfN/JHFgrZNA8PD3uXAEenTp3yLgFOyD5uQ91d3iUUTl6u/Uz2cSP/uJE/slD9vwlvw9WrV71LgKPTp09r5cqV3mXAAdnHbfjSWTUu7PAuo1Dycu1nso8b+ceN/JGFQh5pBgAAAAAgCYU80gwAAPIhmSPPrdL3T7AiNwAgFYU80tzc3OxdAhzde++93iXACdnHrWVZp3cJcJbkitzID/b9uJE/slDIphkAAFSnvKzIDQDAuEKenj0wMOBdAhwdOnRI27dv9y4DDsg+n56+0J/IOO2Xj+vcvE611NdqaVtjImMiebs2tOvxp87R3CIx/WeOa+7dG73LgBPyRxYK2TQDAKpfW1OdVi9Kbu5pz2Vp9aKWxJpwpCMvK3J7e/G+16U6fu2yDs3b/aAat21O9XkAoAhomgEALu5amOz6E/ueSXQ4oNBGz3Tp8p6H1f6lx7xLAYCqV8imub6+3rsEOFqxYoV3CXBC9nFbsWKFLnkXgaqQ5JHnrFbkrl3WodEzXak+x2RZP19aGuYv8S4BjsgfWSjkQmANDQ3eJcDRypUrvUuAE7KPG/kjDVmtyD1v94OqXdaR+vMUUeNC/t1iRv7IQiGPNPf3M58tZvv379fWrVu9y4ADso/b/v371bh8nXcZcDC/PujSVUtt/CwWLWvctjmTU6XTnivtoffUEc1Zud67DDghf2ShDMyCbwAAIABJREFUkEeaQwjeJcDR8PCwdwlwQvZxI/94vbFjMPVLWaF6hVFWYo8Z+SML/IYBAAC5trp1TB965apExyziitwAgNtTyKa5pqaQB9AxTa2trd4lwAnZx43841XTkOxK7FNJuonOaoGxGGSRP6oX+SMLhewum5vZeWK2adMm7xLghOzjRv7xal2+1ruEGctqgbEY5DF/JIf8kYVCNs1DQ0PeJcDR8ePHvUuAE7KPG/nHa/Cl04mPmcUc6SwWGItBGvkjP8gfWShk0zwywi+hmJ09e9a7BDgh+7iRf7yu9nQnPuauDe0sLpYTaeSP/CB/ZIHfBgAAAJOsXdyiD+1Ylfi4k+dGJzlXmnnSAJAOmmYAQOE8faE/8TFb6mu1tK0x8XGBpIzPk06j2QeAmBWyaW5p4RPWmG3ZssW7BDgh+7ht2bJFL/SNafWidH4HpNGIIxmtd77Cu4RpW9hcl+pc5hjnSecpfySP/JGFQjbNY2Nj3iXAUW9vrxobORoUI7KPW29vr+5atCiVsQ+/0JPKuEjG2FC/aurmeZcxLbs2tOvxp85F2dymJU/5I3nkjywUsmkeHBz0LgGOjh49qu3bt3uXAQdkHzfyj9fA2ZOae/dG7zKmJY250jOZJ/3Lt/jZyfIwTzpP+SN55I8sFHL1bAAAAMwe15MGAJpmAACAXEv70licSg4gdoU8PZs5jXFbs2aNdwlwQvZxI/94Nd6x3LsEV1nMk67mS2PFnn/syB9ZKGTTXFdXyJeFaero6PAuAU7IPm7kH6+GtnQWgMuLmcyTfvFXbvz+k2+Y+sOmJJvkyZK+NFbs+ceO/JGFQnaXfX193iXA0b59+1gMKFJkHzfyj1fPM4dZCChhWVwaq5qPXiM/2P+RBeY0AwAA4Aa7NrSnPlc6SSxYBiBN+Xk3BADA2dMX+hMdr6W+VkvbWIcD1SeNS2N94smTHL0GkEuJNc1mtlzSxyW9XtIiSS9K+qKkj4UQLk7j51slvVnSGyXdJ2mFpDFJP5D0R5IeCSEMT6eW2tra23kJKIgFCxZ4lwAnZB+3NPNva6rT6kXJ/+GcdBMeq9qWNu8SMA1ZLFiWpKTnXiMd7P/IgoUQZj+I2WpJ35TULukJSd+XtFXSDpWa3leHEC7cYozXS/qfkrolPSnphKQFkn5SUkd5/J0hhMGbjbN3795vNzc337du3bpZvSYAANJ0+IUePX2hP5VmHKjkxfted8P3S7/zVadKkpH20es0cAQbmL3R889pcGjo2Bsf2PnyLJ4vqSPNv61Sw/xgCOGR8Y1m9p8kvV/SHknvucUYXZJ+WtKfTTyibGYflPTXkl4l6b2Sfv1WxQwO3rSvRsEdOXJE69ev9y4DDsg+buQfr/6uZ9XScZd3GXCwa0O7vnD4BV2c1rmI1aF7YET/9cALiY4ZcyPO/o8szLppLh9lfkDSSUm/Nenuj0j6OUlvN7MPhBAqLmsdQjgk6dAU23vM7Ncl/YGk12oaTfPo6Oh0y0cBXbx4y9kAKCiyjxv5x2u0/4p3CXCydnGLfuHuvkRXT87j0euYG3H2f2QhiSPNO8q3XwshjE28o9zw/q1KTfU2SXtv8zmulm/z9Q4GAACAXMnb3Ou0pNGIp2F+fbPeOre/6pt75FsSTfP4eeTHKtx/XKWmea1uv2n+mfLtV6bz4NOnT+uhhx6a8r4nn3zyNksAAABA0aWxcrgkHXupn2Y8BZeu1uSiuU9LXs4IyLskmuZ55dvLFe4f3z7/dgY3s/eptCL3IUmfnebPqLe399r3zc3NkqSBgQHt27dPkrRixQqtXLlS+/fv1/BwaSJMa2urNm3apOPHj+vs2bPXfn7Lli3q7e3V0aNHr21bs2aNOjo6ro0nlVZuXb9+vY4cOXLDaYLbt29XV1eXTpy4fhmEdevWac6cOTpw4MC1bUuWLFFnZ6cOHjyovr7SmewNDQ3aunWrTp06pdOnT1977L333itJOnTo+hntvKYt13Iffw1FeU1FzCmN1yRdz74or6mIOaX1mqRS/nl6TXVzVmh0SOo/c/zatob5S9S4sEO9p44ojJb+uK5paFbr8rUafOm0rvZ0X3ts652v0NhQvwbOnry2rfGO5WpoW6SeZw5f21bb0qaWjrvU3/XsDacyzr17o4avXNDQ+eevbWtesko1jS3qe+5717bVz12opsUr1Pf8MY0ND0iSrLZOc1au11B3l4YvXf93blnWKSnb1yTp2n1FeU1p5zRu4vPn+TX1PHO46nNaKul9K5P9f+/ElTH9RVejLl2tEeKUlzMCkva+e4LuyPCKjbNePdvMflfSuyW9O4TwmSnu3yPpw5I+HEL4xAzHfoukP5X0kkorcD9zq5/Zu3fvt+vr6+975StfOZOnQoF0dXWpo6PDuww4IPu45S1/Vs9OzvCVC2poW+RdRi4UbfVsifyTxhFx5EG5ac7V6tnjR5LnVbh/fPulmQxqZm+W9MeSzknaMZ2GedzQ0NBMngoFc+LEiVz94YzkkH3cyD9eQ+efp2m6TZObaGCupHd6FwHcwoJP/d8avfvOzJ4viab5B+XbtRXu7yzfVprz/EPM7K2S/lCly1D9WAjh+C1+BACAXHr6Qn+i47XU12ppW4bnrAEAUHBJNM3jK2s9YGY1E1fQNrO5kl4tqV/S301nMDN7m6THJJ3RDI8wAwCQF21Ndamcmp10E45iqV3WodEzXd5lAECuzLppDiE8bWZfU2mF7PdKemTC3R+T1Crp0xOv0Wxm95R/9vsTxzKzd6i02NcplRrmU7dTU1NT0+38GApi3bp13iXACdnHLW/537WwOfExD7/Qk/iYedC8ZJV3Cbkxb/eDurznYRpnAJiBJI40S9LPS/qmpIfNbKeko5L+gUrXcD4mafekx48vXWrjG8xsh0oNc41KR6/fZWaTfkyXQgi/eatiampYQTBm46soIz5kHzfyj1dNI4upTVfjts1q/9Jj3mUkamzkqmrq6r3LgBPyj9Po+ec0muE6Vol0lyGEpyXdL+lRlZrlD0haLelTkraFEC5MY5iVE+r5GUkfmeLrl6ZTT38/p6bFbOKlXxAXso8b+cdr4iWKEB/yjxv5IwtJHWlWCOG0pHdN87E/dAg5hPCoSk03AAAAAABVgfOYAQAAAACooJBNc11dYgfQkUNLlizxLgFOyD5u5B+v+rkLvUuAI/KPG/kjC4XsLhsbuT5lzDo7O2/9IBQS2ceN/K+L7drPTYtXeJcAR+QfN/JHFgrZNA8MDHiXAEcHDx7Upk2bvMuAA7KPG/nHe+3nvuePqXX5Wu8y4IT840b+yEIhm+axsTHvEuCor6/v1g9CIZF93Mg/3ms/jw3zYXnMyD9u5I8sFHJOMwAAAAAASShk02z2Q1e0QkQaGhq8S4ATso8b+cfLagt54hymifzjRv7IQiGb5paW5OdzIT+2bt3qXQKckH3cyD9ec1au9y4Bjsg/buSPLBSyaR4eHvYuAY5OnTrlXQKckH3cyD9eQ91d3iXAEfnHjfyRhUKez3D16lXvEuDo9OnTWrlypXcZcED2cSP/dFXzZayGL51V48KORMZC/pB/3MgfWShk0wwAAJIR62WsAAAYR9MMAAAqivUyVgAAjCvknObm5uR/wSM/7r33Xu8S4ITs40b+8WpZ1uldAhyRf9zIH1koZNMMAAAAAEASCtk0DwwMeJcAR4cOHfIuAU7IPm7kH6/+M8e9S4Aj8o8b+SMLzGkGAAAukloMrL08VpIrcgMAMI6mGQAAZCrpFbl7LkurF7WwIjcAIBWFbJrr6+u9S4CjFStWeJcAJ2QfN/LPj6RX5D51dYUuJToi8qRh/hLvEuCI/JGFQs5pbmho8C4BjlauXOldApyQfdzIP15kH7fGhR3eJcAR+SMLhWya+/s5PStm+/fv9y4BTsg+buQfL7KPW++pI94lwBH5IwuFPD07hOBdAhwNDw97lwAnZB838o/X8PCwxpf/SnpeM4uLVb8wOuJdAhyRP7JQyKYZAADEJenFxcaxuBgAoJBNc01NIc86xzS1trZ6lwAnZB838o9Xa2tr4ouLSdLhF3oSHxPJq2lIPnvkB/kjC4XsLpub2XlitmnTJu8S4ITs40b+8SL7uLUuX+tdAhyRP7JQyKZ5aGjIuwQ4On78uHcJcEL2cSP/eJF93AZfOu1dAhyRP7JQyNOzR0ZYECBmZ8+eVWdnp3cZcED2cSP/eKWdfRrzmllgLDlXe7rVtJjrtMeK/JGFQjbNAAAAs5XW4mISC4wBQJ7QNAMAAEwhjcXFJBYYA4C8KeSc5paWdD4VRj5s2bLFuwQ4Ifu4kX+8yD5urXe+wrsEOCJ/ZKGQR5rHxsa8S4Cj3t5eNTYyTyxGZB838o9XXrNP+hTtWOdJjw31q6ZunncZcEL+yEIhm+bBwUHvEuDo6NGj2r59u3cZcED2cSP/eOUt+7TmSsc6T3rg7EnNvXujdxlwQv7IQiGbZgAAgGqVxlxp5kkDQHpomgEAAAqCU74BIHmFbJrzOK8JyVmzZo13CXBC9nEj/3iRfdynfDfesdy7BDgif2ShkE1zXV0hXxamqaOjw7sEOCH7uJF/vMg+7lO+G9oWeZcAR+SPLBSyu+zr6/MuAY727duXqwVhkByyjxv5x4vs01Xtp3z3PHOYhaAiRv7IQiGbZgAAAMxOzKd8A8BENM0AAAD4IWme8p1k49wu6cUrQyxYBiA1hWyaa2trvUuAowULFniXACdkHzfyjxfZ50caR6/7r7ap/+poomMiP2pb2rxLQAQK2TQ3NTV5lwBH69ev9y4BTsg+buQfL7LPj1SOXusuiVO+o9XScZd3CYhAIZvmwcFB7xLg6MiRI/wBFSmyjxv5x4vs49bf9axUv6TqFyxDOvq7nqVxRuoK2TSPjnKKTswuXrzoXQKckH3cyD9eZB+30f4rWn138k3T0xf6U1m0jGY8WaP9V7xLQAQK2TQDAAAgHhtfNjfR8Z7tHkhl5XCJ1cOBPKJpBgAAACZIY+61lM7q4RJHr4G0WQjBu4ZE7d2799vNzc33rVu3zrsUAAAA4Jpnuwd0ZXAk8XE5jRyxGT3/nAaHho698YGdL8/i+Qp5pHlkJPk3I+RHV1eXOjo6vMuAA7KPG/nHi+zjlqf80ziCndap5GnM6U6jER++ckENbYsSHROYrJBN89DQkHcJcHTixInc/PJEssg+buQfL7KPW+z5x96It19+nqYZqStk0wwAAADg9uSpEe+5nI/F1TjdPd9omgEAAACkKq1GvEdKbaXzJKV1CbO8yPuHBoVsmpuamrxLgCMWgYsX2ceN/ONF9nEj/3jdtbBZbevWadGiZC85lrQ0L2GWF0l/aLB0ZEzDY8rsH7WQTXNNTY13CXA0Z84c7xLghOzjRv7xIvu4kX/c8pB/Wpcwy4s0PjQYPV+jMKrMDt0Xsmnu74/31AdIBw4c0Pbt273LgAOyjxv5x4vs40b+cSP/6pfGhwZHL9dII+pNfOAKOCQLAAAAAEAFNM0AAAAAAFRQyKa5rq6QZ51jmpYsWeJdApyQfdzIP15kHzfyjxv5IwuFbJobG/O7nDlmr7Oz07sEOCH7uJF/vMg+buQfN/JHFgrZNA8MDHiXAEcHDx70LgFOyD5u5B8vso8b+ceN/JGFQjbNY2Nj3iXAUV9fn3cJcEL2cSP/eJF93Mg/buSPLBSyaQYAAAAAIAmFbJrNzLsEOGpoaPAuAU7IPm7kHy+yjxv5x438kQULIXjXkKi9e/d+u7m5+b5169Z5lwIAAAAASNjRo0c1MDDwnZ07d27O4vkKeaR5eHjYuwQ4OnXqlHcJcEL2cSP/eJF93Mg/buSPLBSyab569ap3CXB0+vRp7xLghOzjRv7xIvu4kX/cyB9ZqPMuIGknT568x8x0//33e5cCBzt27FBvb68OHDjgXQoyRvZxI/94kX3cyD9u5B+vY8eOaXR09J6snq+QR5oBAAAAAEhCIZvmmppCvixMU3Nzs3cJcEL2cSP/eJF93Mg/buSPLNBdAgAAAABQQSGb5rGxMe8S4GhgYMC7BDgh+7iRf7zIPm7kHzfyRxYK2TQDAAAAAJAECyF415CoJ554YqS+vr52/vz53qXAwbFjxzQ2NqZ77slsMT1UCbKPG/nHi+zjRv5xI/94Xb58WcPDw6NvetObMrkaVOGa5r179z4rqU3SSedSAAAAAADJWyXpys6dO+/K4skK1zQDAAAAAJAU5jQDAAAAAFABTTMAAAAAABXQNAMAAAAAUAFNMwAAAAAAFdA0AwAAAABQAU0zAAAAAAAVFKZpNrPlZvZZM3vBzIbM7KSZ/aaZLfCuDekqZx0qfHV514fZM7N/ZmaPmNk3zOxKOdvP3+JnXmVmXzazbjMbMLPvmtkvmVltVnVj9maSvZmtusl7QTCzP866ftw+M1tkZj9rZn9uZifK+/FlM9tnZv/KzKb8G4Z9vxhmmj/7f7GY2b83s71mdrqcfbeZHTSzj5jZogo/w75fEDPJP6t9vxDXaTaz1ZK+Kald0hOSvi9pq6Qdkn4g6dUhhAt+FSJNZnZS0nxJvznF3b0hhP+YbUVImpkdkrRRUq+k5yXdI+kPQgg/XeHxb5L0uKRBSX8iqVvST0h6uaQvhBDemkXdmL2ZZG9mqyQ9K+mwpC9OMdxTIYQvpFYsEmVm75H0XyS9KOlJSc9JWiLpLZLmqbSPvzVM+EOGfb84Zpo/+3+xmNmwpO9I+p6kc5JaJW2TdL+kFyRtCyGcnvB49v0CmUn+me37IYTcf0n6qqQg6Rcmbf9P5e2/410jX6nmf1LSSe86+Eo14x2SOiWZpNeW9+vPV3hsW/kNdkjS/RO2N6n04VqQ9C+8XxNfqWS/qnz/o95185VI9j+m0h+9NZO2d6jUQAVJuyZsZ98v0Ndt5M/+X6AvSU0Vtu8p5/zbE7ax7xfsa4b5Z7Lv5/707PJR5gdUapx+a9LdH5HUJ+ntZtaacWkAEhJCeDKEcDyU3x1v4Z9JWizpj0MIfz9hjEFJv1L+9l+nUCZSMMPsUSAhhL8KIXwphDA2aXuXpN8pf/vaCXex7xfIbeSPAinvt1P50/Jt54Rt7PsFM8P8M1GX9ROmYEf59mtTvLH2mNnfqtRUb5O0N+vikJlGM/tpSXeq9EHJdyV9PYQw6lsWHPxY+fYrU9z3dUn9kl5lZo0hhKHsykKGXmZm/5ekRZIuSPpWCOG7zjUhWVfLtyMTtrHvx2Oq/Mex/xfbT5RvJ2bKvh+PqfIfl+q+X4Sm+eXl22MV7j+uUtO8VjTNRdYh6XOTtj1rZu8KIfyNR0FwU/E9IYQwYmbPSlov6W5JR7MsDJn58fLXNWb215LeEUJ4zqUiJMbM6iT9n+VvJ/6RzL4fgZvkP479v0DM7IOS5qg0j/1+SdtVaph+bcLD2PcLapr5j0t138/96dkq/SNK0uUK949vn59BLfDxe5J2qtQ4t0p6paRPqzTH4X+a2Ua/0uCA94R49Uv6t5I2S1pQ/vpRlRYReq2kvUzVKYRfk7RB0pdDCF+dsJ19Pw6V8mf/L6YPqjTd8pdUapi+IumBEMJLEx7Dvl9c08k/k32/CE0zIhdC+Fh57tPZEEJ/COGpEMJ7VFoIrlnSR30rBJCFEMK5EML/G0L4TgjhUvnr6yqdbfS/JK2R9LO+VWI2zOxBSR9Q6SoZb3cuBxm7Wf7s/8UUQugIIZhKB0beotLR4oNmdp9vZcjCdPLPat8vQtM8/unRvAr3j2+/lEEtqC7jC4W8xrUKZI33BNwghDAi6TPlb3k/yCkze5+kT6l0CZIdIYTuSQ9h3y+waeQ/Jfb/YigfGPlzlRqhRZJ+f8Ld7PsFd4v8K/1Movt+EZrmH5Rv11a4f3x1tUpznlFc46ducDpWXCq+J5Tnwt2l0uIxz2RZFNzxfpBjZvZLkh6R9JRKDVPXFA9j3y+oaeZ/M+z/BRFCOKXSByfrzeyO8mb2/UhUyP9mEtv3i9A0P1m+fcDMbng9ZjZX0qtVOtf977IuDO62lW95k4zLX5VvXz/Ffa+R1CLpm6ygGR3eD3LKzP4fSb8h6ZBKDdO5Cg9l3y+gGeR/M+z/xfKy8u34FVLY9+MyOf+bSWzfz33THEJ4WtLXVFr06b2T7v6YSp8sfC6E0JdxaciAma2banK/ma2S9J/L334+y5rg7guSzkv6F2Z2//hGM2uS9O/K3/4Xj8KQLjO7b/KHp+XtOyW9v/wt7wc5Yma/qtLCT9+WtDOEcP4mD2ffL5iZ5M/+XxxmttbMfuhUazOrMbM9ktpVaoIvlu9i3y+Qmeaf1b5vIYTZjuHOzFZL+qZK/4hPqLSc/D9Q6RrOxyS9KoRwwa9CpMXMPqrSoiBfl3RKUo+k1ZLeKKlJ0pcl/dMQwrBXjZg9M3uzpDeXv+2Q9DqVPjX8Rnnb+RDCByc9/guSBiX9saRuST+p0mUpviDpp0IR3vwiMJPsy5eW6FTp98Hz5fv/D12/huevhhDG/4BClTOzd0h6VKWjCY9o6pVxT4YQHp3wM+z7BTHT/Nn/i6N8Ov4nJO2T9KxK19xdotKKyHdL6lLpQ5TvTfgZ9v2CmGn+We37hWiaJcnMVkj6uEqnZiyS9KKkP5f0sQmfRKFgzOxHJb1H0iZdv+TUJZVO4/qcSmcZFON/8oiVPxz5yE0eciqEsGrSz7xa0m5J/1ClD1BOSPqspIdDCNM5pQdVYCbZm9m/kvRPVboczR2S6iWdlfQtSf85hPCNSoOg+kwje0n6mxDCayf9HPt+Acw0f/b/4jCzDSr9bbdd0nKVLhXVp9KBsL9QaV/+oYXg2PeLYab5Z7XvF6ZpBgAAAAAgabmf0wwAAAAAQFpomgEAAAAAqICmGQAAAACACmiaAQAAAACogKYZAAAAAIAKaJoBAAAAAKiAphkAAAAAgApomgEAAAAAqICmGQAAAACACmiaAQAAAACogKYZAAAAAIAKaJoBAJgBM3utmQUzO+ldy3SZ2aPlmj86xX2h/LUq88IAAMiBOu8CAACoJmb2TkmrJH0xhHDItxoAAOCNphkAgBu9U9KPSjopaaqmuV/SDySdya6kVP2gfHvVtQoAAKoUTTMAADMQQtgv6R7vOpISQijMawEAIA3MaQYAAAAAoAKaZgAAVJrLbGZBpVOzJen3JiySdW3hr5stBGZmf12+751m1mZm/8HMnjazATN7xsw+bmZNEx6/08y+ambnzazPzL5uZj9yizrnmNmHzeyAmV02s0EzO25mD5vZitt43VMuBGZmHy1vf7T8/TvM7H+ZWY+ZXTGzJ83sx28xdoOZvc/MvmFm3WY2ZGanzOyzZrZuprUCAOCBphkAgJIBSWd1fW7vlfL3418vzWCsBZL2S3pI0hJJtZLukvSrkv5Ukszs5yX9f5L+kaR6SS2SfkTSX5rZq6catNxoPiVpj6T7yz8zImmNpF+QdLjSz86GmX1G0qOSNksakzRX0mslfcXMdlX4maUq/Rs8Imm7pHmShiTdKeldkr5jZm9JulYAAJJG0wwAgKQQwp+EEDokfbO86RdDCB0TvrbMYLiPlG9/JIQwR9IcSe9WqcH9CTP7VUm/KenXJC0KIcxTacXub0lqkPQbkwc0s3mSvixppaQ/k7RRUlN5/NWS/lClZv1xM5s/g1pv5U2S3ibpX0tqK9d6t6Svq/R3xCNmdsMaKWZWL+mJco17Jb2qXGubpJeVX3uTpM+Z2eoEawUAIHE0zQAAJK9V0j8JIeyTpBDCcAjhM5J+v3z/xyV9PoTw4RDCpfJjTkn6l5KCpC1mduekMR9SqbH+oxDCT4UQvhtCGC3/7DMhhLdJ+opKR7Z/NsHXMl/Sz4YQfieE0F9+vmfLtQ5LWqpSUzzROyRtkfQNSf84hPCtEMLV8s++GEJ4v6RPq3Sk/P0J1goAQOJomgEASN6fhRBOTLH9Lyf89ycm31lunMd/bsOku99Rvv31mzzvH5ZvbzrXeIaemzDuNSGEF1Q6/VqqXOunxpvlKfxB+TbJWgEASByXnAIAIHn/u8L2c+XbQV1vjic7K6lTpVOtJUnlBb6Wl7/9cnnBsqk0lG9nvCDYTfx9CKHS841fq3pirXWStpa//bSZ/VaFn60t3yZZKwAAiaNpBgAgeS9W2D5avj17k0Z0/DH1E7YtnfDf7dN4/pZpPGa6em5y32D5dmKtC3W9eV80jfGbb6coAACyQtMMAED1mzidasH4POgqNbHWTSGEQ26VAACQAOY0AwBQ/c5O+O/JC4RVmwu6frS82msFAOCWaJoBALjRWPnWXKuYoLxa9Xjj/I89a7mV8sJff1/+tqprBQBgOmiaAQC40ZXybZLXOk7Co+XbD5rZskoPshLv2h8t377TzDbe7IFmtuBm9wMA4I2mGQCAGx0p377FzOa5VnKjX5P0jKQ7JH3TzH7KzK4tomVmd5rZz0n6jqQ3O9U47r9J+jtJTZL+yszebWZt43eaWYeZvc3M/kbSL3oVCQDAdNA0AwBwo89JGpa0XdJ5MztjZifNbJ9nUeXFv14n6ahKc4X/RFKPmZ03s35JpyR9WtK9kiqtzJ2J8inab5L0tyqtpv27ki6a2QUz61VpdfHPS3qNnGsFAOBWWD0bAIAJQgjfN7Mfl/QhSVskdahKPmQOIZwws02SfkbSWyW9UqXTyAckfVelo7tPSPqqW5FlIYRzZvajkv65pLdJ2qxSAz0s6fuS9kv6H5L+u1uRAABMg1W+TCQAAAAAAHGrik/OAQAAAACoRjTNAAAAAABUQNMMAAAAAEAFNM0AAAAAAFRA0wwAAAAAQAU0zQAAAAAAVEDTDAAAAABABTTNAAAAAABUQNMMAAAAAEAFNM0AAAAAAFRA0wwAAAAAQAU0zQAAAAAAVEDTDAAAAABABTTNAAAAAABUQNMMAAAAAEAFNM0AAAAAAFRA0wwAAAAAQAU0zQAAAAAp25U8AAAACUlEQVQAVPD/A0uhURSak/epAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 260,
       "width": 486
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from lifelines.datasets import load_leukemia, load_kidney_transplant\n",
    "\n",
    "T, E = load_leukemia()['t'], load_leukemia()['status']\n",
    "uaf.fit(T, E)\n",
    "ax = uaf.plot_survival_function(figsize=(8,4))\n",
    "uaf.print_summary()\n",
    "\n",
    "kmf.fit(T, E).plot(ax=ax, ci_show=False)\n",
    "print(\"---\")\n",
    "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n",
    "        np.exp(-uaf.summary.loc['c_', 'coef']),\n",
    "        np.exp(-uaf.summary.loc['c_', 'upper 0.95']),\n",
    "        np.exp(-uaf.summary.loc['c_', 'lower 0.95']),\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So we might expect that about 20% will not have the even in this population (but make note of the large CI bounds too!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<lifelines.UpperAsymptoteFitter: fitted with 863 observations, 723 censored>\n",
      "number of subjects = 863\n",
      "  number of events = 140\n",
      "    log-likelihood = -1458.882\n",
      "        hypothesis = c_ != 1, mu_ != 0, sigma_ != 1\n",
      "\n",
      "---\n",
      "          coef  se(coef)  lower 0.95  upper 0.95      p  -log2(p)\n",
      "c_        0.29      0.03        0.24        0.35 <0.005    433.79\n",
      "mu_    1139.65    101.52      940.68     1338.62 <0.005     94.73\n",
      "sigma_  872.25     66.23      742.43     1002.06 <0.005    128.87\n",
      "---\n",
      "Estimated lower bound: 0.75 (0.70, 0.79)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 260,
       "width": 486
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Another, less obvious, dataset. \n",
    "\n",
    "T, E = load_kidney_transplant()['time'], load_kidney_transplant()['death']\n",
    "uaf.fit(T, E)\n",
    "ax = uaf.plot_survival_function(figsize=(8,4))\n",
    "uaf.print_summary()\n",
    "\n",
    "kmf.fit(T, E).plot(ax=ax)\n",
    "print(\"---\")\n",
    "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n",
    "        np.exp(-uaf.summary.loc['c_', 'coef']),\n",
    "        np.exp(-uaf.summary.loc['c_', 'upper 0.95']),\n",
    "        np.exp(-uaf.summary.loc['c_', 'lower 0.95']),\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using alternative functional forms\n",
    "\n",
    "An even simplier model might look like $c \\left(1 - \\frac{1}{\\lambda t + 1}\\right)$, however this model cannot handle any \"inflection points\" like our artificial dataset has above. However, it works well for this Lung dataset. \n",
    "\n",
    "With all cure models, one important feature is the ability to extrapolate to unforseen times. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from autograd.scipy.stats import norm\n",
    "from lifelines.fitters import ParametericUnivariateFitter\n",
    "\n",
    "class SimpleUpperAsymptoteFitter(ParametericUnivariateFitter):\n",
    "\n",
    "    _fitted_parameter_names = [\"c_\", \"lambda_\"]\n",
    "\n",
    "    _bounds = ((0, None), (0, None))\n",
    "\n",
    "    def _cumulative_hazard(self, params, times):\n",
    "        c, lambda_ = params\n",
    "        return c * (1 -  1 /(lambda_ * times + 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<lifelines.SimpleUpperAsymptoteFitter: fitted with 863 observations, 723 censored>\n",
      "number of subjects = 863\n",
      "  number of events = 140\n",
      "    log-likelihood = -1392.161\n",
      "        hypothesis = c_ != 1, lambda_ != 1\n",
      "\n",
      "---\n",
      "          coef  se(coef)  lower 0.95  upper 0.95      p  -log2(p)\n",
      "c_      0.4252    0.0717      0.2847      0.5658 <5e-05   49.6859\n",
      "lambda_ 0.0006    0.0002      0.0003      0.0009 <5e-05       inf\n",
      "---\n",
      "Estimated lower bound: 0.65 (0.57, 0.75)\n"
     ]
    },
    {
     "data": {
      "image/png": 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8bWvXruXOO+/k97//Pdu2bbvgJE7nz59n2rRpmM1mNm7cyNVXX+3btm/fPoYOHcqDDz7If//73zpfa3X27t3Lz3/+cxYsWOCL7aGHHmLgwIE888wzvsLnYq/z5ZdfJjMzk2nTpvHss8/61it3Op089NBDLF26lNGjR/sKK68tW7bw8MMPM2vWrKBxnzx5ks8//5z27dvTq1cvwF1w7ty5k8WLF/P444/77b9o0SIMBgNffPEFTZs29dtWUFDg+3nMmDE88cQTLF26lJkzZ/qNj8/KyuLgwYOMGzeOpKQkv3PUlEsZGRmXJJd++9vfUlRU5Cvag73vP/LII5w6dYrHH3+cRx991Nd+zz33MHLkSH73u9+xa9cuYmJifB9GeIv2YGPaL/Y1rUld8/+LL77gyJEj3H///Tz77LN+57LZbL6J1UaMGEF8fLyvaA82pv1C6ut9IiEhgV27dtGiRQu/8xcXFzNs2DBmz57N+PHjMZvNZGRkMHPmTJYvd08pFizmcLxfNGaXvXu8oih6RVGu9qzL7qOq6iHgM6A1ML3KYU8B0cASVVUtldr/B2QD/RRFGV3pMTTAC55f59V1/fjY8+f445qDNe8ohBBCCFEH1113HfPmzSMlJYX333+fu+66i65du9KuXTumTJnC+vUBq9he0LPPPuvXK6V37960atWK8+fP8+STT/r+EAdo3bo1vXr1Ijs72zcLdGVt27b13bH1Gj58OH369OHw4cN8/fXXF4zlvffeo6ioiJkzZ/r9AQ7QuXNnpkyZwu7du/nhhx/qdI0XotVqmT17tt+HCa1ateK+++7Dbrfz73//O+CY2l6ny+Vi/vz5pKam8swzz/iKO+/j/u1vf0NRFD744IOAx0hJSWHGjBnVxr106VKcTieTJk3ytY0bNw6DwcCyZcuCvj46nQ69PnDOpcoFuMlkYvLkyeTl5bF27Vq//RYuXAjAr371q6AxXSiXZs6ceVlzyevEiRNs2rSJli1bBvSa6NWrF7fffjuFhYWsXr26VucL5TWtycXmv3fFqsoMBkO9TvxXH+8TRqMxoGAH93j6X/7yl5w/f75OQ2nC8X7RmNXLnXZFUcYAYzy/NvN8760oykLPz2dVVf2j5+cWuAvtHNwFemW/A74CXlcUZbBnv16413Dfj/uuuo+qqk5FUe7Gfcd9haIoK4BjwGCgB+613V+t6/XcumoZ7//6Yc5abCRHG+p6uBBCCCFEtcaOHcvIkSP58ssv2bJlC3v27GHLli2sWbOGNWvWMHHiRN566y0URbngeeLj42nTpk1Ae7NmzcjJyfEtD1hZWloaDoeDvLw8mjdv7rftpptuCnonvU+fPmzevJndu3f7dc2tyrvk3/fff8/zzz8fsN07JGD//v0Bf6RfrJYtW9KqVauA9r59+zJnzhz27NkTsK2213nw4EEKCwtp164dL730UtDHN5vN7N8fOArzmmuuqXaIj8vl4t1330Wj0XDHHXf42ps0acLQoUP55JNP+Oyzz7jtttt828aNG8esWbPo3bs3Y8eOpU+fPvTq1Yvk5OSA899zzz289dZbLFy40DcWuqCggDVr1tCxY0duvvnmgGNqyqXKXZq9LmUueXlfv969ewf9wOKWW27h/fffZ/fu3UycOLHG84Xymtakrvl/8803k5aWxmuvvcauXbsYMmQIvXr14tprr/X7MCFU9fk+kZ2dzZtvvslXX31FXl6e33Jx4L6rX1vheL9ozOqre3w34K4qbW09X+Au0P9IDVRVPaQoSg/gr7i7vA8HTgFzgadUVS0McsxWRVFuxH03/lYg1vN4fwWeV1W1oq4X0/Ko+y775qPn+fk1KXU9XIiwat++fbhDECJkksciUphMpqDter2eQYMGMWjQIMDdNffjjz/mD3/4A++99x4jRoxgxIgRFzx3dbNFe7tEB9vu3VZ5vWavlJTgf/OkpqYC7m6wF3Lu3DngwpOpAX5rQHsLuwtN/uXdFqwIrNpV3Mt7LcFiru11eq/n0KFDvsnSgql8PVXPFczGjRvJzc1l0KBBAcXu5MmT+eSTT1i0aJFf0T59+nSSkpJYsGABb7/9NvPmzUNRFPr06cNTTz3F9df/NGyjdevWDBo0iMzMTI4cOUKbNm1Yvnw5FRUV1d5lrymXgj1nlzKXvLz7Vfd8etuLioqCbq8qlNe0tueubf7HxcXx2Wef8fzzz7N+/XoyMzMBd8+Je+65hz/+8Y9BP6ioq/p6n/jmm28YM2YMDoeDfv36MWzYMGJjY9FoNHz//fesXbvW16W/Ni7m/eJKVi9Fu6qqs4HZtdz3KFDtR8eqquYCd9fx8fcB4+tyTE1SThzjra/hpowEUmPlbrtoPJo1a1bzTkI0cJLHV466jhFvbGr7R7dWq2Xs2LHs27ePl19+mS+//LLGor2+nTlzJmh7Xl4eUP0f/17e7V9++SXXXHNNrR7Te4z3D/hgvGO2K3fh9crPzw96jPdagsVc2+v0fh85cmSNhUVVF+ol4T1XZmZmwCzpXhs3bgxYd3rixIlMnDiRoqIitm3bxurVq1m6dCnjxo1j69atfnfd77nnHjZu3MjixYt58sknWbx4MSaTqVZ3o4Opa/EYai55efer7/NdzGta23PXJf9btGjBG2+8gaqq/PDDD3z55ZcsWLCAF198EZfLFTC3QTi9/PLLWK1WPv7444C5B1599dWA4Rg1uZjn60rWkJZ8a1AyDrsnpj9dUucb9UKEVdUlZYRojCSPRaQoKSmp0/7ecax1nI6nXmzdujXoHe/NmzcD7vH4F9KjRw+AWo9XBnx/rHu7ylblcDh8y3pVngnc6/jx40GXN/O+hwTr1l3b6+zYsSPx8fF8++232O322lxOjfLy8vj000+JjY3lzjvvDPrVq1cv3xruwcTHxzNkyBDmzp3LpEmTKCws5KuvvvLbZ+jQobRs2ZJly5aRmZnJwYMHGTNmDAkJCRcVd13zuC65VHkiuKq8r9+WLVuC3tH3vs6VZxi/0PkuxWvqdTH576UoCp06deK+++5j5cqVAH5F8IWu6XI5cuQITZo0CTpZoPd1rUqr1VYbcyjP15VIivZqxBa5e+JvzS3iRJEU7kIIIYQI3cqVK9m0aVPQgiYvL8939682y6vVt0OHDvmt+Q34luNq27ZtjTH98pe/JD4+njlz5rB9+/aA7S6XK+ADuQkTJqDValmyZAn79u0LOOall17i7Nmz9O3bN+gM+06nk9mzZ/s9nzk5Obz99tvodDomTJhw0dep0+mYNm0ap0+fZubMmVit1oBznT59uk4TZS1duhSHw8H48eN5/fXXg3555zN49913fdf15ZdfBv0g5+zZs0DgZGYajYa77rqL/Px8fv/73wPVT0B3KdQll7y9DY4fPx5wnhYtWjBgwACOHTvGP/7xD79t3377LStWrCAhIcGvV8qFzncpXlOvuuZ/dnZ20B4E3t4jlV9T71KRJ06cqHNc9SU9PZ3CwkL27t3r175kyRJf1/6qEhMTKSgoCPo8X8z7xZWsIS35FlZKgv/ybtdv+R+bRk5gxZ58eqXH0yJe1gsWQgghRGi+/fZb/u///o/U1FR69erlm0QtJyeHzz//HKvVyvDhw/n5z39+2WMbPHgws2bNYsOGDXTp0sW3trbJZOKNN9644HJv4P4DfeHChUyZMoVbb72Vfv36cfXVV6MoCidOnODbb7/l3LlzfpNVtW3blueee46ZM2cyePBghg4dSvv27SkvL+err75i586dpKWlMXfu3KCPec0117B9+3YGDhzIwIEDfeu0FxUVMXv27KATcNXlOv/0pz+xd+9e/vWvf7F+/Xr69etHWloa+fn5HD58mK1bt/LEE0/UaqIsVVVZsmQJAFOmTKl2v7Zt29KnTx+ysrLYsGEDt956K1OmTCE6OpoePXqQkZGBqqps2bKF7777jm7dujFgwICA80yZMoUXX3yRU6dO0blzZ3r27FljjPWlLs9x37590Wg0PP3002RnZ/t6A/zxj+7psF555RVuu+02nnzySTZt2sT111/vW6ddo9Hw5ptv+s20fuONNxIVFcW8efMoLCz0ja+/7777iIuLq9fXtLK65v9///tfnnzySW688UbatWtH06ZNOXnyJGvXrkWj0fg+bAHo0KEDaWlpfPjhh+h0OtLT01EUhTvuuOOilou8GPfffz+ZmZncdtttjBkzhri4OHbu3MmWLVsYPXo0H3/8ccAx/fr147vvvmP8+PH07t0bo9FIly5dGDZs2EW9X1zJpGj3UOyBXTfSD+8nt21H7C4XRwuttG4SuCSDEA2N99NYIRozyWMRKSqvkw3uCcXatWvH//73P/bt20dmZiYVFRUkJibSp08fxo0bx7hx42qcOf5SuOGGG/jTn/7Ec889x/z58wH37NxPPPEE3bt3r9U5+vfvT1ZWFm+++SaZmZls2bIFvV5PWloat9xyC6NGjQo45te//jVdunTh7bffZuvWraxbtw6DwUCrVq146KGHfJOwBZOQkMD777/P7NmzWbZsGSUlJVx11VU88MADjBs3LuTr1Ov1vPvuu7z//vssX76cTz/9FIvFQnJyMhkZGTz22GPVPk5V//3vf8nJyeG6667z684dzNSpU8nKymLRokXceuutPPnkk2RmZrJ79242bNiA0WgkPT2d2bNnc/fddwcdc56SksKQIUNYs2ZNyHfZq+ZxTeryHF911VX8/e9/58033+Sf//ynb0Zyb9HeunVrNm7cyMsvv8znn3/O5s2biY2NZfDgwTzyyCMB50tISGDhwoXMmTOH5cuX+yYymzBhAnFxcfX6mlZVl/wfNGgQx48f5+uvv2bdunWUlJSQmprKgAEDfGule3l7o/z1r3/lo48+orS0FFVVuemmmy5b0f6zn/2M5cuX89JLL7Fq1So0Gg3du3fn448/5ujRo0GL9kcffZSioiLWr1/P1q1bfcscDhs2DLi494srlRKOMVMNzcaNG7drLeXdT433n+C+oGkzFj04i2ubRTO1expdm9ffeolCCCHElaTqpFqi4cjKymL06NHMmDGDmTNnhjucWvN+0PHJJ5/Uav/Gep0Xy+VyccMNN5Cfn8++fftqPVlbKK6051g0HLX5PyY7Oxur1frd4MGDb7hMYdUbGdPu4TQHdn9Pyj8NwJ7TFuwulf35ZZc7LCHqrOpYIyEaI8ljESmCjeUU4nL46KOPyMnJ4Y477gi5YJc8FiK8pHu8hwuVZmOHcPo/nwfdfrK4HH2CdI8XDV9hYWG4QxAiZJLHIlIEm/FaiEvptddeo7CwkEWLFhEdHc3DDz8c8jklj4UILynaK2n6s5sDi3aXCzQa5m89yZM/a8uukyXSTV4IIYQQQjRIf/3rX9Hr9Vx11VU89dRTMizlIhUVFQXMWF+dyZMnk5GRcYkjElcyKdorMTVrGtCmdTpxajRUOFXOWe2kxhjCEJkQQgghxKXRt29fzp07F+4w6qyuMTfW66yrcF5jJD3HRUVFzJkzp1b79u3bV4p2cUlJ0e4RHR2N4qhAYzTgqrD52rVOB07PjJzZZ0pJMCfI3XbRoPXt2zfcIQgRMsljESkqL0UlRGN1JeZxRkZGxHwAIRo/mYjOw+FwYG6R6lewg3vZN681P5zjXJkdcK+1KURDdPr06XCHIETIJI9FpLDb7eEOQYiQSR4LEV5StHtUVFSgT4wPaO+RtcHvd0uFg3KHi92nSi9XaELUycGDB8MdghAhkzwWkcK75rQQjZnksRDhJUV7JVqzKaCtxbHDfr9vOnyeAov700anS+62CyGEEEIIIYS4dKRor6L5hNsC2hSXy/fz/rNWyh1OLDYn35+Wu+1CCCGEEEIIIS4dKdo9TCYTikZDYp8bArbFn8v3+91ic3LOakdFxWp3Xq4QhaiVTp06hTsEIUImeSwihdlsDncIQoRM8liI8JKi3UOjcT8V0e1bBWzTORx+v7+3+ww2h4uSCif788suS3xC1FZMTEy4QxAiZJLHIlJ4/74QojGTPBYivORfoEdZmbv4jm7VHHOr5n7btE7/ot3uVNFqFM6VOXCh+maUF6Ih+Oabb8IdghAhkzwWkcJisYQ7BCFCJnksRHhJ0V6FPikBjdF+EHj3AAAgAElEQVTg1zZm/9aA/fJL7ThdLoqsTnLPy4yaQgghhBBCCCHqnxTtVSiKgmX/Ub+22N3fB+z3/p4zxBp1nLfacaoqxwqlcBdCCCGEEEIIUb+kaPfQ6XS+n41pKX7bNHExNHcEjl2PM+pwqSqFVgeFVukiLxqG1NTUcIcgRMgkj0Wk0Ov14Q6h0ejatStdu3YNdxgiCMljIcJLinYPo9Ho+zn1tn5+2xyHcphadDDgmBf+l0NqjIGicgd2p8qukyWXPE4hatKhQ4dwhyBEyCSPRaQwmUx+vycmJpKYmBh038OHD9O9e3cSExN5+umnfe1du3b1HffFF19U+1jTp0/37ff888/XzwXUo1GjRlV77Q3VsmXLSExMZNmyZeEOJayq5rEQ4vKSot3DarX6fo65um3AdoO9IqCt1OYkxqgDVeWc1QaAqqqXLkghamHHjh3hDkGIkEkei0jhnei2Jjt37uS2227j2LFjvPDCC8yaNStgH51Ox5IlS4IeX1xczEcffeTXc7CxWbVqFatWrQp3GCKI2uaxEOLSkKLdw+Vy+X42NU8J2K5ay5mg5ge0b80tIiPBRGmFk3KHi92nSi9pnELURGZ4FZFA8lhECqfTWeM+mzZtYvTo0RQVFfHOO+8wbdq0oPsNHTqU1atXc+7cuYBtK1asoKysjGHDhoUcc7i0adOGNm3ahDsMEURt8lgIcelI0R5E7FWB/2GYTQY6FJ0OaF+xJx+91v00Fljc49rtTlfAfkIIIYQQVa1cuZJJkyahKAoffPABY8aMqXbfqVOnUlFRwb///e+AbYsXL6ZFixYMGjQo5JgcDgcLFixgyJAhZGRk0KJFC/r378/8+fP9bnJ4rVu3jjFjxtCpUyeaNWtG586dGTlyJAsWLADg2LFjJCYmsnnzZuCnIQKJiYmMGjXKd55gY9ord0/ftGkTw4cPJz09nQ4dOjB9+nSKiooA2L17NxMnTqRNmzakp6czefJkjh07FhDrzp07mTlzJrfccgtt27YlLS2NHj168MQTT3D+/Hm/fUeNGsUDDzwAwAMPPOAXd+Vz1/X5EkKIumq8fajqmaIovp81RgOxXTpQ8v0BX1vpqk/RTxxDqmInT/WfjMNic9I20czhc1YsNif78ix0bR572WIXojKDwVDzTkI0cJLHIlJoNNXfH5k3bx6PP/44KSkpvP/++1x77bUXPNeAAQPIyMhgyZIl/Pa3v/W179y5k927dzNjxowLPl5t2O12Jk2aRGZmJh06dGDcuHEYjUaysrL485//zPbt25k3b55v/4ULF/LII4+QmprK0KFDSUpKIj8/n3379rFs2TLuvfde4uPjmTFjBsuXLyc3N5cZM2b4js/IyKhVXOvXr+fTTz9l6NCh/OpXv2Lbtm2+882aNYuxY8dy0003ceedd7Jv3z7Wr1/P0aNHycrK8ntOFi9ezJo1a7j55pvp378/LpeLXbt28fe//50NGzbw+eefExvr/htu0qRJxMfHs3btWoYPH06XLl1854mPj7+o56uxCjWvhBChkaLdIyoqyvezLjYGrdl/wo3yE3nonA4mG0t4tdx/EpXZG47w4vD2AJwts2M2aDhvtZNglpk2xeXXs2fPcIcgRMgkj68c65vdHO4Q6mTY6a/qtH90dHTQ9qeeeoq5c+fSrl07VqxYQatWrWo8l6Io3HnnnTz77LNs27bN9+9k8eLFaDQa7rzzTjIzM+sUX1Uvv/wymZmZTJs2jWeffRatVgu4u0c/9NBDLF26lNGjRzN8+HAAFi1ahMFg4IsvvqBp06Z+5yooKADcBe7MmTPZvHkzubm5zJw5s85xrVu3jlWrVtGnTx/APazx9ttv53//+x933HEHr776KuPHj/ft//vf/56lS5eyfv16X6wADz/8MC+++KLvuryWLFnCgw8+yD//+U8efPBBACZPngzgK9q9v4fyfDVW1eWxEOLykI/NPGw2m+9nrdlITMfWAftoikswFwSOawf3BHTtkqJwOF0UlzvJkXXbRZjk5OSEOwQhQiZ5LCJFRUXgRLYAc+fORa/X88EHH9SqYPeaPHkyWq2WxYsXA+75H1asWMGgQYNo2bJlSLG6XC7mz59PamoqzzzzjF9hq9Vq+dvf/ubrxl+ZTqcLuiRYUlJSSPFUdvvtt/sKdnDf+b3jjjsA6NSpk1/BDjBx4kQA9uzZ49eenp4eULAD3HnnncTGxtbpQ4+Lfb4ao+ryWAhxeciddg+73X+d9bTbh3F86Sd+bSWLVxL94L2MN5ziA32a37ZPss8yunNTYow6CsvsxBq1HC6w0jbJfMljF6Ky3NzcOv0BKERDJHksIoXNZvNbVtZr0KBBvju0K1as8HW3rknz5s0ZMmQIH330Ec899xyrVq2itLSUqVOnhhzrwYMHKSwspF27drz00ktB9zGbzezfv9/3+7hx45g1axa9e/dm7Nix9OnTh169epGcnBxyPJV169YtoK1Zs2YAQdd2T0tz/5128uRJv3a73c7ChQv58MMP+fHHHykuLvYbd37q1Klax3Qxz1djVV0eCyEuDynaq6GPjSL6qjZYfjzia1MdTjTR0aSXF0GVov3Lo0WM7tyU1BgDhwrKKCyzo600Tl4IIYQQwmvp0qXcc889rFu3jp///Od8+OGHtV7DfOrUqaxfv56VK1eydOlSUlNT62XWeO+s9IcOHWLOnDnV7ld5dYfp06eTlJTEggULePvtt5k3bx6KotCnTx+eeuoprr/++pDjAoiLiwto8y5vd6FtDofDr/3ee+9l9erVtG7dmttuu43U1FTfHBrz5s2r0x3li3m+hBDiYkjRXg1DShJNB9/sV7QDOLIPYGrfli5lBXwf5d/t63hROS3jTaTFGTlVUkGsSceukyUyKZ0QQghRjbqOEY8URqORRYsWcd9997Fq1SpGjRrFf/7zH1JSApedrWrIkCGkpaXx0ksvcfLkSR5++OF6WZ/dW/yOHDnS1/2+NiZOnMjEiRMpKipi27ZtrF69mqVLlzJu3Di2bt1a73fdL9aOHTtYvXo1/fv354MPPvB7zlwuF2+88Uadznexz5cQQtSVjGn3MJv9u7FrdDoSe10XsJ/t0/9iapVG/3NHA7bN3XwcgCi9FtSfloBzutT6D1iIagTrQihEYyN5LCJF5Yluq9LpdMyfP5+JEyeSnZ3NyJEjOXHiRI3n1Gq1/PKXv+TkyZMoisKUKVPqJdaOHTsSHx/Pt99+GzBssDbi4+MZMmQIc+fOZdKkSRQWFvLVVz99KFN5krZwOHz4MAC33XZbwIcc27dvx2q1BhxzoZhDfb4akwvlsRDi0pOivRqKZ+11U8tmfu36hDg0Gi3GNsEne/Gu0d4m0YzV7sRic/L96dJLG6wQQgghGiWtVstbb73Fr371Kw4ePMjIkSODri9e1W9+8xuWLFnCihUraN26db3EotPpmDZtGqdPn2bmzJlBi9jTp0/zww8/+H7/8ssvUdXAmxNnz54F/G+KNGnSBIDjx4/XS7x15V1eLisry689Pz/fbxm6yrxDFoLFfDHPlxBCXAzpHu8R7I0WrZaUYbdw7J2fZv10eT5JNcWY+fX3O3mnhf/doKczj/LXIW3ReMazF3iWgCu02mkiS8CJy2Dnzp307ds33GEIERLJYxEpysrKfOt+V0dRFF555RVMJhPz5s1jxIgRrFq1inbt2lV7TFJSEiNGjKjvcPnTn/7E3r17+de//sX69evp168faWlp5Ofnc/jwYbZu3coTTzzB1VdfDcCUKVOIjo6mR48eZGRkoKoqW7Zs4bvvvqNbt24MGDDAd+7+/fvz0UcfMXXqVIYMGYLJZCI9Pd03C/yl1r17d3r16sXq1asZOnQoN910E/n5+WzYsIH27dv7Jq+r7MYbbyQqKop58+ZRWFjoG75w3333ERcXV+fnq7GqTR4LIS4dKdqroTWb0Bj0aGP8uwNVnMqng0HlhKrBGBe4ZqXV/tMMpO2SojhUUEaR1ckxyqVoF0IIIUS1nn32WaKionjllVcYOXIkH374IZ06dbqsMej1et59913ef/99li9fzqefforFYiE5OZmMjAwee+wxxo0b59v/ySefJDMzk927d7NhwwaMRiPp6enMnj2bu+++228puClTppCbm8uHH37I66+/jsPhoE+fPpetaNdqtSxbtoxnnnmGzz//nLfffpu0tDSmTJnCo48+Su/evQOOSUhIYOHChcyZM4fly5f7JpWbMGECcXFxdX6+hBDiYijBujRdaTZu3Ljd5XJ179Gjh69Ndbk49/UOCr/9noPP/Z/f/q1/O5ni67txrqiMAyeL+CSpvd/2/m0SGNnJPenKmVIbFpuT9AQTZr2WzqmBhb4Q9SkrK0vuUIpGT/I48hw/fjzkdcQbo5KSErlDKRo9yWPR0NXm/5js7GysVut3gwcPvuEyhVVvZEy7R+VPggEUjQatyYg+LvAN6vQnmQCYooxk2APHq//vyHnfzykxBlyqSkGZHbvTFXTclxD1KT09PdwhCBEyyWMRKbzLiQnRmEkeCxFeUrR7BHszUrRaFI2CNtq/i7w+IY4W8SbMOg1qy+Z005QFHHsg/6c1OdPjTZRWOCh3uNh9SialE5dWq1atwh2CECGTPBaRwmg0hjsEIUImeSxEeMmYdo+yssDCW3W50CclkDywF3mrN/naS77fj/W771HatcdkMtDbXs7OCv/C/u1vTjFnWFsUjQaDzv3ZSL7FTst4Axabk2iD9tJekLhibdu2jZ49e4Y7DCFCInksIoXFYiE6OnxD49asWcOePXtq3C8jI4PJkydfhohEYxTuPBbiSldvRbuiKC2BvwLDgCTgFLAKeEpV1cI6nOd24PfA9YABOAy8C7ysqqqtyr6tgSMXON2/VVWdWJvHDdZtPap1SyryzwXcaQc4PHchCa//DZNeQ7nDhYKKiuK3T8Ge/SR3dc8W6p2UrqTcycGzZXRtLuOCxKVhs9lq3kmIBk7yWEQKl8tV806X0Nq1a1m+fHmN+/Xp00eKdlGtcOexEFe6einaFUVpB3wFpAAfAT8APYEHgWGKovRRVbWgFud5FvgLUAqsBM4BtwDPAoMVRblNVVV7kEN34f6AoKrvL+JyKgcEgDE1KWCTq9xG4vkC1PhEzgOPJVl4piDGb58XTuiYc52K4j2PTsO5MjvRRi0HzpbRITnwwwAhhBBCiPry1ltv8dZbb4U7DCGEECGorzvtf8ddsP9BVdU3vI2KorwCPAw8A9x/oRMoitIdd8F+HrhBVdXDnnbFc/77cd+BfyXI4TtVVZ0dygVoNMGH9ytaLYakBDKmTeDY/Pf9th2c8QJN3noWk15DoSX4XaGKHw9h7OjuJt8y3sShgjIKLHa0ioKq/lTQC1FfpPuaiASSxyJSaLUyHE40fpLHQoRXyBPRee6y3wocBap+lPskYAGmKIpS019gYzzf3/EW7ACqu9/6Y55fp4cab3XMZnNAm8agR9Fq0ZoMxF93VdDjLAv/jdkzZv3hxMBx8c8cduE6c9b3e4s4EyU2mZROXDrXX399uEMQImSSxyJSREVJrzrR+EkeCxFe9TF7/EDP989UVfUb8KKqagmwGYgCbqrhPM083w9X3eAZE18ItFUUpU2QY5srivIbRVEe83y/rk5XAFRUVAS0aaNM6KJM6JOa4CgrJ3XkwIB9bN/swui0owAxOAO2l6PBcfKM73eTXgOqe1I6FZWSCkddQxXigg4cOBDuEIQImeSxiBTl5eXhDkGIkEkeCxFe9VG0e29B769mu/cvr441nMd7OzqgKFcUJQFoUuXxKhsCzMPdDX8esEtRlE2KomTU8Jg+R44cYeDAgX5fgwYNYswj09FotbgqbLS8ayxR7QLXDq7I/AqTXktBmZ1fxge+qS0r9B+F0C4pCpvDSXG5k8MF1tqGKESt5OXlhTsEIUImeRyZgk36Guns9mBT8QjRuEgei4bsSvi/pT7GtMd7vhdVs93bnlDDedbgHtM+TVGUv6uqehR8Y9qfqbRfk0o/lwFP456EznuH/jpgNu4eABsVRemmqqqFWigt/am7ure7vNVWwYFYDXRuQROrhU7PPML2iQ/7HWddtZ7oXwwkOkpHMs6AZ2JfhY6Sw7swJrfEEJdEyeFdpAAUgcUcy26lHdpzORQW/jTJft++fTl9+jQHDx70tXXq1ImYmBi++eYbX1tqaiodOnRgx44dWCzuyzQYDPTs2ZOcnBxyc3N9+3br1g2AnTt3+trS09Np1aoV27Zt883WHB0dzfXXX8+BAwf8/nC+8cYbKS0tJTs729fWvn17mjVrRlZWlq+tSZMmXHPNNezdu1euKQzXBFBQUBBR1xSJr5NcU83XlJWVFXHXFImvU22vKTU1lZKSEuLi4qioqPBbIcDb9bby8qsGgwGj0YjFYvHNXK3VaomKiqK8vNyviIiOjsblcmG1/vRBuMlkQq/XU1JS4mvT6XSYzWasVisOx0893WJjY7Hb7X53E81mMxqNxvd6AOj1ekwmE2VlZTid7t51Go2G6Ojoaq8J8MUQKdcUia+TXNOFr8krkq4pEl+nK/WanE6n75gL/f9kMpmqncesoVNC/WRCUZS3gWnANFVV3wmy/RncY9IfU1X1uRrO9Q5wL1CC/+zx1+Fe2u1qYKKqqv+u4Tw6IAvoBTykqurcC+2/cePG7S6Xq3uPHj0CtqkuF+e+3knFmQIcxaVEt29F9hOvUpp9yG+/hH88yxmLkzizjq8rTGwqM/htHxxtY3CLKPTtW/vaDhWUEWPUkhpj5Nq0GDQyKZ2oB1lZWfTt2zfcYQgREsnjyFNYWIhWqyUuLi7coVxWJSUlxMbKMq+icZM8Fg1ZcXExTqeTJk2aXHC/7OxsrFbrd4MHD77hMoVWb+rjowbvfeX4arZ728/X4lzTgN8APwITPD8XAwMAb5V8JuiRlaiq6gC8HyD0q8XjVjvBhqLRYG7ZDG2UCWe5e9x76/sCl353/HAIs0HLeauDwTGBXYg2Wgw4z53Hvv8wLov706eMBBOlFU7K7E72yKR0op7ceOON4Q5BiJBJHkeemJgYLBYLxcXFOByOK6I7I8hKCCIySB6LhkZVVRwOB8XFxVgsFmJiYmo+qBGrj+7xP3q+VzdmvYPne3Vj3n08M8W/7fnyoyjKtYAL+K6WceV7vtfqXcbbXSMYQ2I8Gr0ejV6Hs8yKKb1ZwD6lcxegu6UXys29Ia45HQwODtj8n94dp0rpdr4ItcyKods16LXuz0zyLXbSEzScKqkgLdZYy8sTIrjS0lKMRskj0bhJHkcevV5PcnIypaWl5Ofn+7pZRjqXy9Vou2MK4SV5LBoirVaLyWQiOTkZvV4f7nAuqfoo2jd5vt+qKIqm8gzyiqLEAn1wjz3fcrEPoCjKACAD+ERV1erGzlflna0+YDb6YC40K6Y2JgqN0YDWbMJprUAbFbg8HIDjy60Yv9xK4d/+wtSmTZiV7//0fqhvxnXFP6LExeIqLkETF0u7pCgOFZRRaHWgQZGiXYQsOztbuhWLRk/yODLp9foauy9GGhnqISKB5LEQ4RXyR2aqqh4CPgNaE7iO+lO473QvqTwZnKIoVyuKcnXVcymKEjDQTVGUVri7utuAJ6ps664oSsA1KIoyGPDOFvduXa4nGEVR0JpNoNWAZ9h5xr3jq91ffeI5XHlniNEE3r0/5NSjllmx7duP63wxAMnRBs5b7VQ4Xew6WRJwjBBCCCGEEEKIK1N99XP5He6x5q8rirJKUZTnFEXJxF047wcer7J/tuerqgWKomxTFGWeoijPKoqyHNiH+y77VFVVd1fZ/xUgV1GUDxRFedXztRHYABiBWaqqflUfF6iLi8ZXsQPJA3piahnYTd7LujaTGUmBs24uiW2L81QeaokF1TPbYrxJ5167vdS9dnuprN0uhBBCCCGEEIJ6Kto9d9t7AAtxz9j+KNAOmAvcpKpqQS1PtRqwA+OBPwJ9gRVA12pmjF8C7ABuxD2J3e9wj6F/H+inqurfansNtR07aTvrnk9PG2XmmjkzuOqpP6CLC5z4wLblOxx7fwxoBzidkAyA49gJ7IdzUCtstE00U+FZu/2QrN0uQtC+fftwhyBEyCSPRaSQXBaRQPJYiPAKecm3SLBx48btZrO5e6dOnardp+zYKSwHcyg9cJS4Lv5z7jkrbOyY8kdUZ5Xu8IpC1B/v52/xXQLON7vsB9Dp0MTHostogb5da04WV1DhcNEywYReo9C1uSytIYQQQgghhBChutKXfIsIFovlgtvNLVLQ6HUoGgW1yoy3WqOBa155LPAgVcWVfSDo+c4mpYDTiauoBFehe2695nFGXKrKWYu727yt6ocAQtRCVlZWuEMQImSSxyJSSC6LSCB5LER4SdFeS4pWCxoNilaLGmR5OFOLVGKv6RDQXr56A0+Y8wPa37Qmom3RDNVShup04Sp1f2jQuomZMpuTEpuD7LwLf5AghBBCCCGEECKySdFeBxqje/0/pyVwzLmiKHR84nfEX985YJt9UbDh+JCP+3xqqQXXOc9YeY2CoigUlNpxqip7TpfWV/hCCCGEEEIIIRoZKdo9tFptjfsoGg26uBgq8s7itFYEbNcY9DQdGriGpX13No/HnAtof/1cFEqUGdVux3nmLN75BdommnF6usm7XCoOl8w7IGrvSlsDWUQmyWMRKSSXRSSQPBYivKRo9zCZTDXuE9WqBaa0FDRGA86y4DO8x3frhC4hcAI53dGcoPufjUlALS1DrbDhyv9pkv2MBBOlFU4sNid75W67qINrrrkm3CEIETLJYxEpJJdFJJA8FiK8pGj3KC8vr3EfQ1ICWpMBjdGAvagkcLZ4QKPX03Xe0wHtalk5jycHjlF/094UtaICtbQM++EcXCXuffRa90uTb7HhVFX25knhLmpn79694Q5BiJBJHotIIbksIoHksRDhJUW7h7PKjPDVMSQ3QWt235UvPx04wRyARq8j9lr/ZeFK334XY1nwieXy0tJxni1AtZZj//EgFdv34Cosol1SFE6XylmLHYdTxSnd5EUtFBYWhjsEIUImeSwiheSyiASSx0KElxTtdWRMScaY3ARj00TshUW4bPbgOwYpsIv+30s8rh4LaJ9X3gRtajLOk3nYfzyE8/QZ7IeOolrLPd3kHVhsTr6XbvJCCCGEEEIIcUWRor2OtGYjsV06oo0yoY+LwXauKOh+sZ3bB7SppRass16gzY/fB2w7EtUE/VXt0KalolrKcBWVYN9/CG1ZGfBTN/ndp6RwF0IIIYQQQogrhRTtHtHR0bXeVxdtxpiShDYmCntBoW/W98qSB/Wu9vixS/6BxuHwa/vXeTMASmw0mAy4iktxni3EtvdH2pjwdJO3oaoqtiBj6YXw6ts3cAUDIRobyWMRKSSXRSSQPBYivKRo93BUKaJrYk5vhiExARQFNUgXeWNKIlc//RBogz/FXbd9EdC2s1yLoihoU5JRjHqcp89AhQ3b3h9pcf4spRVOSmwOsvOCj40XAuD06dPhDkGIkEkei0ghuSwigeSxEOElRbtHRUXguusXoouOcn+PicJRGryIju3cnu6L56C/5qqAbQPXrqTFkQN+bSuK3RPcKTod2pRkNE2TcBw/hTPnOEphIZwvpqDUjsOlsutkSZ3iFVeOgwcPhjsEIUImeSwiheSyiASSx0KElxTtITAkJaAxGrAVBB/XDqA1mYh98F6ICex+P2DdyoC2jaX6n45NTEDXrjXYHTjz8mlZmIez8Dz5xe414i222s14L4QQQgghhBCicZKiPQS62Gh0MVG4bLYL7tc8zugu3KtIPZmLodzq17apzOD3u6LTommeilpahqu4hLQTOViPn6a43MHBs2WhX4QQQgghhBBCiAZLinYPk8lU52MMiQloTEY0Oi324lKc1uBd7M16LbqMFij9bw7Y9rtnZ9D5u6/92hafN/r9romJRkmIw3nqDBSVYCo4x9nCUmxO6SYvAnXq1CncIQgRMsljESkkl0UkkDwWIrykaPfQaOr+VGjNRhStFm2UGVv+Oay5J6k4cy7ovka9lqiRgwMf1+Vi2Ifv+rXtt+moOiG9NqkJutbpuIpLaOKqgMLz5JXaUFHJK7nwnX5xZYmJiQl3CEKETPJYRArJZREJJI+FCC8p2j3Kyi6uq3l023RiO7cnul0GhqaJVJw5i62gMGC/9HgThrgY1Pi4oOdpdSDb7/dZ+YFj4BWjAcVsQq2w0cJZjs3h5JzVwemSiqDLzokr0zfffBPuEIQImeSxiBSSyyISSB4LEV5StIfIlNaU+K5XE9upHbroKKLS06jIO4vqClxLXVEUjL+5E2fHdgHbBq75IKDNHqQO18RGo5ZXoJZaSHaUc95qp9zhYvep0nq5HiGEEEIIIYQQDYcU7fVE3ySOhO6d0cXHomg0uCoCu6ynJ5iIbt8K529+FbAt8WxeQNtTwe62x8agWspQLWWY88+ACnmlNlyqjG8XQgghhBBCiEgjRbuHTqcL6XhFUdDHxwKgjTJTlnMSe5F/EW3QalBQiDZosY8bXavz5jsU/8fR6dAkNcF1vhi1vIJWZedx5p4gb38OjtyTnDtwjLJjp3DZ7CFdj2i8UlNTwx2CECGTPBaRQnJZRALJYyHCS4p2D6PRWPNOtTlPSiL6xHiMKYmUH88LGGueYNYTpdfi7Nol4NjfH/46oG3uuaiANk18HNjtOM8UYNvzAynHjlKxK5uiHXv58X87KNl3kLKcE/VyPaLx6dChQ7hDECJkksciUkgui0ggeSxEeEnR7mG1WmveqRaiWrUgvlsnDIkJgErVaeCTovRoNQrmuMCu7/p/vktUSVFA+zarfy8ARa9Dk5YCOi3otGj0OnQGHSUOsJ8v5vCxfMpPnpHC/Qq1Y8eOcIcgRMgkj0WkkFwWkUDyWIjwkqLdwxVk4iKaQfMAACAASURBVLiLoTHoMaUmA6DotNgKzgfdL9qgQzUHrg1//wuP0Xr/XjROp6/t45LAXgCamGi0iQm+r6YtU1AT4ilJboqzqJhj+3OxHs+jeO8BSn44jLM8+BryIvJYLJZwhyBEyCSPRaSQXBaRQPJYiPCSov0S0ZqNGBITsBcW4bSW+21rl2TGoFVw3X930GN/sfjv3PrhEr+2f5wLLPCrah5nxK7TY2mWRnmJleLDuRTtzMZy+Bi2/ODrxwshhBBCCCGEaLikaPdQFKXmneogun0rDE0T0eh1VAQUzO7HimqXjrND26DHd971DRkHf/D9fsKhxVmLpdiTow1YFR0VzVLJ05lxOZy4Kuw4Si9uHXrR+BgMhnCHIETIJI9FpJBcFpFA8liI8JKi3SMqKnDCt1Do42IwJMZjTEnCVeVOO7iXf4syaHHe9ysI0k0eYNzCN0g5ccz3+5NBloCryqBVUIBilwaX2cxJG6guF7ZzgWPlRWTq2bNnuEMQImSSxyJSSC6LSCB5LER4SdHuYbMFrqseKnPLZqDV4rI7Arb5ln8z6Sl/eDqmEYODnuPOf7xAxz3bfb+ftNf8kqXFGVGBQqsDYqI4kXsW1emk7OhxrCfycFjqZ9I90TDl5OSEOwQhQiZ5LCKF5LKIBJLHQoSXFO0ednv9r2uu6HUoGvdTXHXpN4DkaD0xBg1KYgLK8CHE/D74GPeR//4nN2RtAODvheZaPXbzOCN2p4sSjfu7Jb+Qol0/cn7HPiwHjqKqqu9LRJbc3NxwhyBEyCSPRaSQXBaRQPJYiPCSov0S0uh1aPRaNAY9jqIS1EozwgPEm/QoikKUQUuh1Y7h2k4YelwX9Fz91/+H9MP7AfhPce3GFaVEGyizO7GlNOVkoRVHmRVb/jkcljLOffWd52sHpQfl01MhhBBCCCGEaIikaL+EFK0WjcGA1mTEdq4Iy8GcgDvbZr2GaIMWAIdLJfquCRj79w56vvH/nIu+opzt5XpctbhBrtMq6DUKRYoeV3IiJ81xKBoNxd8f8H2V/niYirwCynJOUpZzEkepLOkhhBBCCCGEEA2Fdvbs2eGOIeyOHDnyG5PJlJaSklLv51Z0WrRRZnTRZirOnMVld6AxGtDo3IV6rFFHUbkDh0ulqNxBXLQR/bVXo5ZX4Dx8LOB8vb74jOOtO/CRMY1B0TV36Y82aCmpcFLhcBFt0GIxR5PWuhnGlCT0iQnYC86julyUnzpDRX4BOF0YU5LA8+FCfc+qLy69xMREmeVVNHqSxyJSSC6LSCB5LCLB2bNncTgcp9q2bft2uGOpK7nTfomZUpOJv+4qNAY9puapANjOFgbsF23QAe6x74qiED1hFFFTbg96zvH/nIvictVqUjpwj293ulT3xHRAUbm72NfotJhapoKiwWWzYztXhKPU4td1vvxUfp2vWQghhBBCCCFE/ZCi3cNqvbQzqsd2bk/U/2fvzsPkuMpD/39PVXVVV28zPbtGkkeyJNuyDfIKuWAIoLAkQAiB5JL84P6SEAdiEgNZIBBIQgJkT9guS+AGbgIJJNwQsrBGQEAs1443bCFblqx9NCPN2lv1UlXn/tE9S0/3zPRoRmqp9X6ep57R1NanZt4xvHXOec9Vm7DiLpXpWXQYzh/b0etimwrHNDiTXahiH33GU1GpRNP73f7Nr7RclA5gKGFT9EOyJZ+JfIWw1pNuJRM4Az1ENw+CUmR+cKS6HTiMd2IU7/TYeT6xaJcHH3yw3U0QYt0kjkWnkFgWnUDiWIj2kqT9IrHiLvEdI0S6U5hRm/LEzKL57dUh6AnHbLgu9aa7MPp6Gvbf8R//CsAnZpyWPt8wFCnHIlsKKFZCjk7Vv6RQhkFi5wipG3aRumEX7lXDhBWfsLTxVfWFEEIIIYQQQrRGkvaLyIxFseIuVjJBZTaDn8nNH9ve4+JYBhHTYDRTWrhmoI+ud70ZlWzS4641h8sWlRZXbZt7KTDjVfBDzZHJwgptddHlasI+++DBupEBQgghhBBCCCEuDknaayKRyEX5nNi2zTiDfViJGNpfWALOqBV8S9iNvxKlFKm3/ErD/tu/+VUA3nEu3vLnD6ccQmCqUEHr5RN3ZRqoiEX2B4cpTc4Q5C/s9AGxcbZu3druJgixbhLHolNILItOIHEsRHtJ0l5zsSpiRrpTRDf1AxCWK4QVf/7YSHeUaMTAMhRji3rbAcwmQ+Sf8dXPz//7Hs9quQ3DKQe/VphOo5nyGofAK6WI7bgKDANd8anMZFq+v2ivkZGRdjdBiHWTOBadQmJZdAKJYyHaS5L2mkJh+aHiF4IyTfxcnsLh41Rqw+Qt00ChSDgmzQajW1c3/gdz+6MP0zs+yrcPT+KfHsMfHSMsrN4rPl+YrhgwXajgB42fqJTCsCOEpTKFE2coT0vifjm455572t0EIdZN4lh0Coll0QkkjoVor9a7Z1ehlNoC/D7wAqAXOAP8M/AOrXXjGmfL3+dlwK8CNwM28ATwSeDPtdblZa55GvA24IcAF3gc+Gvg/VrroNk1Sy0Uhbvw7N5u4tu34Oc9SuMTVCZniNSqxG/tjnJixiNbUpzLlelPLIwAiN/5s8y+5Q/r7vXST354/t/zKbVSxH7qRUR/5BnLtsEwFGnXYtrzsUzF8ZkiO3pd5orizbc13UVp/Bw6CIh0JyEMQSki3UmUIe98LkXlctM/EyEuKxLHolNILItOIHEsRHttSNallNoB3Af8PHAP8JdUk+3XA99VSvW2eJ93A58FbgU+B3wIKADvBr6glGqYeK6UegnwTeCZtWs+QDXZ/0vg0+t6sAsk0pWk66bdxEaGsRIx/Hxh/qWBXettT9omlbD+RYLZm27tA7Sm8A//SnBucsXT3IiJoWDG8ykHmiOTjT30kXSKSG+awCvinTjD9D3fZ+b+AxSOj7bWFiGEEEIIIYQQ522juko/CAwAd2utf0Jr/Vta6+dQTZyvBd612g2UUrcAbwFmgD1a65/TWv8a8BTgw8Beqj3wi69JAR8FAuBZWutXa61/E7gJ+C7wcqXUK1p5AKMNvcbOUB9mPAaAXjS3fTjl4NoGhlJM5Ovnm7sv/dGW75959/vrit01M5SsLhk3VSgvW1E+ku5CRSKUZzIUToxSnpimOHpWhstfouLx1gsTCnGpkjgWnUJiWXQCiWMh2mvdmWqtl/15wDHgfy45/LtAHniVUmq1v/afqH39mNb6ibmdutoF/dbat69bcs3LgX7g01rr/1p0TZHqcHmAX27lOVzXbeW0DWVY1dkJkVSirjq7GzGrve2OSXnJXPPoc5+Bs/cOzC2bMDcNMjEwNL8tpfMFpu96CzNv+2Mqjx1Zth3DKYdQw7TXvKK8YZm4mweJXTVMbPtWgnyB0tg58oePX9RpBaI1N998c7ubIMS6SRyLTiGxLDqBxLEQ7bUR3cvPrn39ita6LsPUWmeBbwMxqvPNVzKXdT6x9EBtTvw0cLVSavuiQ8+pff1Sk/t9k+rQ+qcppZxVPptSqbTaKReE3duNskz8fH2ivCnpEGvS264si/h//3G6fueNdL3j19n5B7/G39z9dv7m7rfzX3fsbfoZ4dlJ8p/63IrtGE45VIKFivJj2eY/DyvuYvf34BeK+Nk8+UPH1vbA4oJ7/PHH290EIdZN4lh0Coll0QkkjoVor41I2q+tfT20zPG5v/JrVrnPRO3r9qUHlFLdwNyE7msXHVr2s7XWPnCUarG9q1f5bI4ePcqzn/3sptuFZtg2lZlMXa91zF6+t73uWgXPiFWLg3zzeT9BMdp8xEA4fm7VdmxKVivKZ4oB+XJAodx8aH2ku4uwXME7NUZpYnq++r24NIyPj7e7CUKsm8Sx6BQSy6ITSBwL0V4bUT2+q/Z1dpnjc/u7V7nPv1Od036nUuqDWutjAEopRf2c+MXV2DbqswHI5RaSz7nh8p7nsX//fgC2bt3KyMgI99xzz3wVzXg8zs0338zjjz9e9x+022+/nVwux8GDB+f37dy5k6Ghofn7AXTF4wwmXCa39XMaD2p5+24VI5GyKFvQh0kZsLKgfKgs+gkYRXg+Fb5VsMEw+LvXvokXfuavGTxzsv7htCbQPsqy8LsWXe+B5UG5GzAUfb0OfikkOxXgx0osroW3kyhFQk4ZZbi2OjCiPzODdfQUD2cn5s9Lp9PccMMNHDhwgOnphYUD7rjjDsbGxjh8+PD8vt27d5NIJLj33nvn9w0ODrJr1y4eeOAB8vk8ALZt85SnPIXjx49z8uTCs910000APPjgg/P7LsTv6XJ6JoDJycmOeqZO/D3JM63+TPv37++4Z+rE35M808rPBFzQ/x8hvyd5povxTHM66Zk68fckz7TyM0Wj0bbUMdsIar1zkpVSfwXcCdyptf5Yk+Pvojon/a1a6z9cenzJuR8DXg1kgf8DTAHPAJ5Mtdf8OuAVWuvP1M4/BOwCdmmtDze537eBpwFP01p/d7nP3bdv331hGN5y2223tfDEG0uHIVPffZDC0ZP4eY/ENdsx7IUi+UcmCxTKATNFn+HU8qP8fQ2/d25R2YAw5O7ffyOWv1Dgzn767bgv3IvRm6b6LqS5Gc+nUAlIuxZuxGy6FBxA6dwUfjZPfNvm+gOGIrFrG85AS4sGiA22f/9+7rjjjnY3Q4h1kTgWnUJiWXQCiWPRCQ4ePIjneffv3bv31na3Za02oqd9rje7a5njc/tnWrjXnVSXjLsT+Gmq/c7fA55FtbDcdcDZC/HZsVisheZtPGUYuFs3gQ7xTo5ROjtJpCuJGXdRhsFwyuF0pki2rBjLlBhaJnG3FDzFrXCPV0v4DaMuYQcof/teyt++F2v3LpK/8vOoSPNff7drUagETHs+pmFwZNJjR2/jz8fu6aIymyX76EIZAh2G2D1dKMOoztc3zfP8yYjzdfvtt7e7CUKsm8Sx6BQSy6ITSBwL0V4bMT7gsdrX5eas76p9XW7O+zxd9Vda69u11nGtdUJr/SNa6+8BTwJC4P5WPlspZVGdH+/TpLjdUmG4/LzxCy121Sbs3jSmG4UwpDR+jvJk9T3D4kryq7Xwx5Pluu9HtzaUBwDAP/g4mXe+l/w//CuFz38Z//RYwzlzvfpT+eWXglOmSWLnCMnrd85v7uYhwlIZP+9ROjvVwtOLjbZ4mocQlyuJY9EpJJZFJ5A4FqK9NiJp/3rt6/OUUnX3U0olgadTreL+vfP9AKXUs4CrgH/XWi+ev/612tcXNLnsmVSr1n9Ha71qafhisXi+zdsQ7pYhEtddjXvVMJF0F6XxCcJSNQnf2h3FjRhYhmI0s/Kj/F5/fv7f33jhy5c9LzgzTuk/vkXx3/eR+aMPEEw1DkYYTjmEwGShsmzivpSVSuDnPfxsnuKZ1YvfiY3XbA6aEJcbiWPRKSSWRSeQOBaivdadtGutjwBfAbbRuI76O4A48Lda6/lsUil1nVLquqX3UkqlmuwbAT4GlFlYe33OZ6lWnX+FUuq2RddEgXfWvv3QGh+pLaxknOR1V5O4ZhtWIk6kO0VlJgOAbRrzve3AimujWwqeVasmP7ZlG199yc8s2+M+r1Rm9rfezew7/oLif9ZP/R9OOQRhbSm4Jmu4L6VMA2egDz9XQAfNq88LIYQQQgghhGjNRsxpB7gL+A7wPqXUXuAg8FSqa7gfAn57yflzr+uWVjf7X7Uk/X6qRei2Az8ORIBXaa2/v/hkrXVGKXUn1eT9G0qpT9eu+3Gqy8F9FvjMhjzhRWL3pXEGeqo91WPnqMzmiO/Yykg6yvHpIrlyyJlsecWidD+SqPCNgg3Aw7ffwcO338HWI4/ysv/9PzFWmAYQnB6j8KnPoaJRzE0DGKkERncXwymH0UyJqYJPT9ziyGSh6Rz3OVZXgsrMLGG5gtZ6xaJ3QgghhBBCCCGWtyE172u97bcBn6CarP86sAN4L/BDWuvJFm/1b0AF+CngN4A7qCbee+Yqxjf57H8Gfhj4JvAy4Fdr9/g1qpXmWyqP7zjLJ8EXk1IK96phnIEeUjfuwoiYlM5NYdTWXku10NsO8AeLhskDnNxxHZ/85Tdz7CdeivtTL4JIZJkrIf+//p7MO9/LzJveRf7v/xmoruFeCkKmCz4azYmZ5acTGHaEsFwBHcI6VycQa7dz5852N0GIdZM4Fp1CYll0AoljIdpr3Uu+dYJ9+/bd57ruLbt37253U+Zprck+cojc48cJCh6gcLdv5olJj8l8hVIQrtjbDvBg0eSzmWjD/rf15bFnZ8m+52MEZ8abXFmv+8/ejpFKEoaasVwZN2KSdi0SjslgonkbsgcOk7z+anqedgvqMl0PUQghhBBCCNEZLucl3ySbqsnn86ufdBEppXC3biK2bQvR4UH8fIEg7wGQcquzGvxw5RcuN0Wbzyl/50QcI91F6vd+je4/+W2cZz51xfv4x04CYBiKgYSNVwmYLfrkSgEzXmWtjyYusP3797e7CUKsm8Sx6BQSy6ITSBwL0V6StF/CIt0pUjfuQlkmzkAvpbEJdvTGiBgKN2JyNlde9R7vHGj+MuJtZ+MopTC6u4i94iVEn/tMzJHNmFuHG87NffTv0LW58Jah6I1FyJcDMiWfyUKFXNlvuEbrEO0HlCdnqMxm57ew0niuEEIIIYQQQojmNqoQnbhADDtC4pptZA4cpnR2ktyhoxBNknRdvEpAoRIQi5gr3uMNPQXeM9VYOO5gyWS3E6Asi9hPvWh+/9Qvvan+xFKZ4le/ifv8ZwHgWAZdUYvZoo9CAWXMVPVFwny7IxZBocjsAz+ou1Uk3UX3bTdKcTohhBBCCCGEaIH0tNeY5sqJbzvZfWmsRIzktduxe7rZFJawDEXCNpnxVu+57rM02yONQ+U/NRul2Qj76It+pGFf8avfrPs+bpvEbZNsySdfDhjNlCgHC5Xp7YFeylOzlM5OzW/5o6cISyVK4xMtPLU4X+l0ut1NEGLdJI5Fp5BYFp1A4liI9pKkvSYabSzYdqkwLIv07U8ivuOqamV2r0hS+yQdEwOYyK8+r/zV6ebV3n/nXLxhn/PfGmsz6EyuoWJ9V9QiahnMFn0KlYCTM8X5xN1OdxHbvqVuU5ZFcWyC3KFjMkz+Arrhhhva3QQh1k3iWHQKiWXRCSSOhWgvSdprisXllzC7FCjDwBnoxUolMOMu3SpEKUUyatX1cK/k9/ubz2//8wm37nuzv5fkG+5sOK/w6c837OuJRYiYihlvIXGvLNOe2Mgw5ckZCEPCYqmlNou1O3DgQLubIMS6SRyLTiGxLDqBxLEQ7SVJe00QNK+0fikxHJtIdxLDjhAUPIZTDjHbIGIqRjOrJ8GGgld2Nb6cmA4NHi/VTw+wdow0nFf6+nfIf+ZfKH7ju4T5wvz+/riNqRYS9xPLJO6mWx3N4Bc8Suem8HP5pltYWr3Anlje9PR0u5sgxLpJHItOIbEsOoHEsRDtJYXoLjNWIoayI1QmpkkM9aFQJG2LKa9CGGoMY+UCb9c5AY7SlHT9ef97Nsrv9+eZu1w5NubwEMHoWN15pX3VJT9K376X1Ft/db6g3GDSZixTmp9jf2KmyFXdUSJm/XuhSHeKsFQh/8RJ8k+cbNpGw47QfesNWPHG4nlCCCGEEEIIcSWRnvbLjJVKEkkliKQS+LkC23tcohGDqGUw1sIScABv7y803b90fnvirv+x7D2C46co3/NA3b6hlIMBdT3uS4fuR9Ip/FyB4ujZplv+yAmCvEf+8Am8k2cWttPjMg9eCCGEEEIIccVRS4uLXYn27dt3n+u6t+zevbvdTWlJ5uHHyD52lMpsjuR1V3NksoAfas7mynS71qpLwAEEGn63SRE6qF/bvfC5L1L84teXvU/6fX+Aijp1+8YyJUKYb8uWriiO1dr7Ie9UtWffdCJ1+w03SvK6q4mNbG7pPkIIIYQQQggx5+DBg3ied//evXsbq25f4qSnvcb3L59e3Ei6C7unG+37VGazXGUFGPk88ZLHzLlZwnwBHa5cnM5cZn47wHcKC7Mm3Jc8n8RrXon74uc2PTf3kb9tqCo/lHIW5riXA07NFimUW6sZ4Az0YtgRdKjnt9LEDH42j3dqnNxjRwkKl3bRwHYbGxtb/SQhLnESx6JTSCyLTiBxLER7SdJeUypdPtXM7d40ylDVIfKzWfzZLPFSkXjZw8wXOHt0jHAms+p9rnMCeszG5P4LOYdcbbcyDOxbn4z74ueSeO2rGs6tHDhEMDresH8waVeryhd9cuWAM9kSmdLqL0YMO4Iz0Isz2De/RYcHqkn7iVFyh49TOje56n2uZIcPH253E4RYN4lj0SkklkUnkDgWor0kab8Mma5DbPtWum6+fn7b9rQnY994Hcltm9DJBMHZCXQLVdh/rddruv+PJhqHztu3PAnr+msa9mfe8RdNe/b74zZRyyBT9MmWAs7lykwWVl9TfikrlSC6eQgdVJeK8041viQQQgghhBBCiE4kSftlKjYyTPK6q+u2J/+3G0jtHMFOukxaUYLJqZbu9QfLrN/+trONiXv8lT/Z9Nzch/8W79/34f37Pkrf+S90bR32nliEpG2SLflkij4zXoXTs2sb3q6Uwoq72H1pylOza7pWCCGEEEIIIS5nkrTXRKPRdjdh3WzLwOhN07VtMzoew5vO4h8/hX9ydMVed6XgjT3NK8ofKNYXtTP7enBf8vyG8yoPHsD7/JfxPv9l8p/4B7If+pv5Y8moRbdrkSsHzBR9PD/gyGTzz1uJmYhVe/TDkEoLw/+vVJdLQUUhViJxLDqFxLLoBBLHQrSXJO01htEZP4qbtnThbt1EPJUg2zeAOdCHsizCXPPe9Dm9luaZscbE/u8zUcb9+jXdo89/1qrt8A8+TnB2Yv77WMSkL2ZTKAfMeD4avebEfW5N+PL0LN7pcXTQWnG7K00ikWh3E4RYN4lj0SkklkUnkDgWor06I1PdAIXC2nt+L1UDfSl6n/pkjJtuZNROgGWiWyi097xEBUc1LgH40WmX4qIp68oyif/cT696v9yi3nYA21IMJmy8SshU3kfrtSfudl+aoFimeOYchWOn13TtleLee+9tdxOEWDeJY9EpJJZFJ5A4FqK9rNVPEZebzV0OE/kyff0W42cn0IaJUq0taff2/gL/lLG5v7iwTnpRKz467fIrPR61zm6cp92GSiXxjxyDsJroF7/4tbp7BacblwcxDcWmpM2ZbJmJgk9vzOLIZIEdvbGW2hdJd1E4fAKCANONYtj167kr08Qe6MGwJLSFEEIIIYQQlz/JbDrUjUMJHhnL4XbFOXsioD+fxxgMUS1MA3hpssyobzDmL8xnHw8M/jHj8NNdCz329o3XYt947fz3KhHD+8d/q7tXMDqOOTxYt0+pRYl7vkJPLNJy4m46Nu7IMMUzZymfm6S8ZPk3Mx4jxS6iwwOr3ksIIYQQQgghLnUyPL7G6rCeWdOodon3burDSCbIlEPCyWnC6ZlVl4JTCn6xu4i7ZKj890sW+wvL/5yiP/KMhn3+0RPLfIZiOOXgh5qJfJlyUB0qH+rG4flLmXEXu6cbHeq6rTg+iZ8rUDo3Re7w8fmtdPbKWtd9cHBw9ZOEuMRJHItOIbEsOoHEsRDt1VmZ6jo4jtPuJmy4PcNJHhqFZCpGJh5HhxqKZcJMDmtky4rXRg24M+3xvqn63u8v5Rz6TM11TmMRuLlCcYuVH/oBztNvX/ZzhlMOo5kSk/kyaTfC0SmPzV1Rotby75OUUti93Y37LZPKTJbsY0fr9rubB7D70i2NMugEu3btancThFg3iWPRKSSWRSeQOBaiva6MLKYFnue1uwkXxM6+GN3XjBC54VrGB4cxetPoYongzNn5bbnK8gOW5lVdjWuqf3I2ypjfmKADGP29dd+bA32rtnE45aCBKa9CoRxwerbI2dzKowGaiaS7sPvSmK4zv1WmZyHUhMW13+9y9cADD7S7CUKsm8Sx6BQSy6ITSBwL0V6StNeEYbj6SZehuG1ipJL0X7sNfdUWsgGYQwOomFvdojbhCsPHr3UCXpBorDz/4SmXXJMfmX3rk+t36NZ+rsMph4ihmCn6zBZ9MqXK2peEMwwiXUnsnu75DaCSzVGenF7TvS5n+fzKy/sJcTmQOBadQmJZdAKJYyHaS5L2K8Ce4SS2qehJumRGtmHvuR57z/VEdu9CJRLoSgX/xGn8E6cJM9mG6++I+dwUrdTt81F8cMqlsmQKutGVrPteB62/DOlP2KRdi3w5YLpwfkvCLRXpThGWKpTOTZH9wWHKE1dO8i6EEEIIIYS4/Mmc9ppm87E7yZauKBqPXFeSY37Ajt4YOggIzoxjbd0MgPYrhFMzGKlkw/UvT5U55xucXlRRPhMafHQ6yi+ni/NLwbFk3rh/5DiFf/kKAMqyiNx4LdZVm5dtpxsxcUyDsVx1Sbi0O7cknAus/XdkxqKUJ2fIHjyCYUdIVHzsvvSa73M5sW273U0QYt0kjkWnkFgWnUDiWIj2UrqFat2dbt++ffe5rnvL7t27292UC+qh0SylIOTUbJFe16bbtdCVCrpYRheLVA49gX/sJCoy9y5HYfT3YCQTAFQ0/MWkSzasT8xvdHxeUVsKrvif36PwqX9avhGWSepNd2Ft27pqe0czJQwFPTEb21Rs7Y5im2sbHKK1JvSK+IUi/kyG+M4RIqk4huMQ33nVFVOcTgghhBBCiCvZwYMH8Tzv/r17997a7raslWQsNeVy5xcq2zOcxDEN0m6EyUL1eVUkgpGMY6S7UTEX6+oRzK2bMbduxujpJszm5q+PKLgrXSRC/YueR0oWX8lFqveLrvIm1g/If/wfWmrvcMoh1DCRL1OoBJycKTKWbZxfvxKlFGbMJdKVJKxUKBw9yexDj1I4eYYg35nFB48fP97uJgixbhLHolNILItOIHEsRHtJ0l5TqVRWP6kDbEo5pF0L2zLr5osryy1YCQAAIABJREFUy8R+8m6cW56Ec8uTiGzfCqaBztYXHkmamtf0NCa73yzYfLdgEbl2ByrmrtiG4Mw45fsfbqm9w6nqUnwzXrVAXa7sn9c8dyNiEd85gj3Qh5/3IAzxs51ZVOXkyZPtboIQ6yZxLDqFxLLoBBLHQrSXJO1XmIGEjUIxkIiAUkwWFl5WKNNEOXZ1SyZQrtswRx1gyNL8XHdj4v7vOYcD0R5Sb70b9+UvxH3xc3Ff/FxUIt5wbqtJO1QT97QbIV8OmMr7hOdZoM6IRLDiLkbEws8VCLzG5eyEEEIIIYQQ4lIiSfsVaG6YfI8bYcar0KyugXIcUAq0xn/iOHrJkng77ZCXJRuHqn8mE+Vodz/u8354PmlP/fbdDeeV73lwTW12IwabkjalIORcvkI5qCbu5TVUp59j96XRQUBxbILZ7z9G9tEn0EGw5vsIIYQQQgghxIUm1eNrXHflId2d5qruajX5QtnkiSmPHb2x+hNMA7M7hbrmavxjp6BcgahTd8rNrk8uVHw5Xz+P/RMzLr+c9tgcqSbUZm+a6It+hOK//UfdeTNv+cOmbTOv2kz8/3tpQxV7pRTDKYfRTImJfJlu1+LkTBFDKbb3tP77M2yb8sQ0ea/60iG6qZ/opn4iXY1V8y9HN910U7ubIMS6SRyLTiGxLDqBxLEQ7SU97VeodCxSGyZvo5Ti1Gz9UHGlVN38dL3MUPJnxCv8N7exHsCHp6Oc9ReWaLNvvrHhnHByuulWeeARCv/4b8u2ffE89xnPJ9DhmobLW8k47rYtRIf6QGsIAjKPPM7s9x+b33KPH2s6AkEIIYQQQgghLiZJ2ms8rzMria9kz3CSiKnoi0co+SFB2CRJrVRQMRe9QqG+FybL3Oj4dfs0ig9OuUwH1cTd7O9ZU9vK//cBpn71bfPbzNv/lPL3D84fH0459MVsCpWAibyPH1aHy/tha8PlTcfGjLkYUQfvzDnyT1Srys9t3qlxgsLlOef9wQfXNvVAiEuRxLHoFBLLohNIHAvRXpK0X+Gu6Y+Rcixitsmx6cYXF0ZPGmWa6EyOcHpm2fu8oqvEtkj9vHAfxQemXLKBQkWjuC95ftPCdssqlee3cPwc+Y9/pm5uvW1Vh8tXgpCJXBmvEnB8usiJmdaT7ejwAO6WIaJDffNbUPDQYUjhiRNkf3CY3KFjhBV/9ZsJIYQQQgghxAaTOe1XODdiAtWq8idnShyZLNTNbze6uzB6u8E0CHN5lBsFZaCcxvXYf6G7yAeno4z55vy+kla8b8rljb0FYi/cS3TvHYS5xqXWdC5P5t3vX7GtOl9g5jffSeLVP0Pk+l3z++fmuU97PuVAk4qaDc+xHKUUphut22cl4pTOnKU8PgFApLebSHcSZ6B31fsJIYQQQgghxEaSpL0mEom0uwlts2c4yUOjWQYSEc5kSuRKPgmnGhpGMo61bSuVhx8FPyAYm4AgQHUlMfvqh7wbCl6bLvK+KZepYKFH3asl7m/o8YhGHcwlBe0A6OvBffkL8f7tP6DYWJV+js7myH3803T/ydtQamHO/HDKoVQJmfSqleXTrsWRyQJbuqI41toGlLhbh+aHxnunxzErPrnHj1OZza7pPstRloW7eRDDvjAxt3Xr1gtyXyEuJolj0SkklkUnkDgWor2UFNuCffv23ee67i27d+9ud1PaJtSah8/kmCxUmPEqXN3jzifFulyuVpD3A8JCgTCTIzg3ibV9K6rJcPdSCO+bcpkN64+ljJDX93g4K+TQOghg0VD02Xe9l7DW471Y93vegRFrXjF+NFNCAV2uRaw2kqCVXvdmimMThJ6H2sAEO5JKknrSNbibBzfsnkIIIYQQQojlHTx4EM/z7t+7d++t7W7LWsmc9ppCofXq453IUIr+hE1PzMKxqsvAzVG2TeSaq4lcvwvr6hGUaaBMk/BsYzIN4BjwKz0ecVX/QigTGrxvyqW0Qq04ZZqoqDO/xV/5MlR3quG8yv0PL3uP4ZSDplpdfqq2Dv2RyQKatb+gcvp7iPR0Y8ViG7L52QJhsUhlepbKTIbKTAY/v7FFEO+5554NvZ8Q7SBxLDqFxLLoBBLHQrSXDI+vkREH1WT3XK7MYMLm1Gyx6bxwI5mYXz/dP3UGo78XZZoN93INuLu3wHsmY3h6YRj7bGjw/imXu3s9bNVwWYPItTvo/uPfZvo1b67bX37kMZw7nrLiswShZjxXZtyvkHYtnpj0cCyDLV3RZa9bSpnGhq7fHpbLBOUKxdPjFE+PA2C4UbpvuR4rEd+QzyiXyxtyHyHaSeJYdAqJZdEJJI6FaK8N62lXSm1RSv21UmpUKVVSSh1TSr1HKZVe433uUEp9vnZ9USl1Qin1BaXUC5Y5X6+wfW9jnu7KMbcMXH+iOhzcq9RXhFcRC2vHCJgmKuYSnDm77L3iBtzd4xFd0uM+Exq8d9Kl3OJ7EqUU5rb6uVQr9bTPMY1qdflQayYLFWaLPkU/WNOa7hvN6k6hg5DSxDSliWnyx04T5D3C0vJL6gkhhBBCCCGuXBvS066U2gF8BxgAPg88CjwFeD3wAqXU07XWky3c55eBDwJ54HPAKWAL8JPAjyql3qa1fleTS48Dn2iy/1Srz2CsZSmyDnf9YJwfjOcpRkNGM6WG3naViGP2Vt/F+MdPoX0fZTUPpaSpubvH431TLsUlPe7vnXS5e5U57nPs256Md+xk3b7yfd/HvvXJq147nHIoVAJmPJ9yENIVjXBkskAqatEfb6yCfyGZjk3squH57wsnRgHIPvoEVqw6AsCMucSv2VZXaG8t4vGN6bEXop0kjkWnkFgWnUDiWIj22pBCdEqpLwPPA+7WWr9/0f6/AN4IfERr/dpV7hEBzgEOcJPW+rFFx3YDDwAhkNZalxYd08B/aq2fdb7tl0J0jY5OecwUK5yeLVP2g4bEPfSKlB88QDB2DhRYWzateL/ZQPH+JYk7QNIIubvHw10lcQ+nZ5h587vrd5om6b/8XVS09eHuo5lq6CQdk4RjolDnXaRuIxTHJvAzWZSx8HNxr9pMz1P3YMZafy4hhBBCCCHE8q7oQnS1XvbnAceA/7nk8O9S7TV/lVJqtVd0PUAXcGhxwg6gtT4IHAJcILHeNjdTKi2/zNiVaHuPi4FiKGFjKNUwpNxwo5i9acy+NDpfIJyZXdhms9Uq8It01XrcnSVD5bOhwXsmY+RXKE4HoFLJxuQ8CJi++3eYeesfzW+Zv/gr/FNnlr3PcMohZptkSwETeZ9KWC1SdzbXnrla0aE+3JHNRDdvIrp5E0GxDFrj589/CP/jjz++gS0Uoj0kjkWnkFgWnUDiWIj22ogx4c+uff2K1rou9dJaZ4FvAzHgh1a5z1mqPe3XKKV2LT6glLoG2AU8uMww+26l1C8opd6qlHqdUmq1z2pw9OhRnv3sZzfdrlRz89sHEtUh5LmSX3fc3LIJLAujO4Uulee3MJMlnJppuF/K1Ly+yRz3vFa8ZzJGJlh+OLgyTdyfemHTY+HE1PzmP3qY/F9/esXn6o5aDKccKkHIuVyZbMknU6rUXkxc/IKEpmNjug6m62BEHYJikcwjj1M6u+qMkqbGx8c3uIVCXHwSx6JTSCyLTiBxLER7bcSc9mtrXw8tc/xxqj3x1wD7lruJ1lorpV4HfBK4Tyn1OWAU2Ay8FDgAvGKZy/cA/2vxDqXUQ8CrtNarVyyryeVy8/923eoa4J7nsX//fgC2bt3KyMgI99xzz3wVzXg8zs0338zjjz9e9x+022+/nVwux8GDB+f37dy5k6Ghofn7AaTTaW644QYOHDjA9PT0/P477riDsbExDh8+PL9v9+7dJBIJ7r333vl9g4OD7Nq1iwceeIB8Pg+Abds85SlP4fjx45w8uTAP/KabbgLgwQcfnN+32jNla880AJwLt2PHNKXxY/PX21t6sYcH8YKFBFPlK+hHThFu70EvKhFvT0E8prkr7fHhoy6FRUm6pxXvmXZ5zTaP3lBjFaCSAj0XoSFEn/FUSvc/RHBg4WfSTHDqDJk//RChBcoyMW+7Hvt5T8fOKvwYhLUO+74eB2/Mp6Q0Tk+1LQe1h11Q7Ii7HNQLvd0JDLaqKCd1kRwL76Z2qxjT2meMhZ76LdhEMThMcX5fNyablMNR7VGsvRiwUOxSLud0mQlqL0R29NN/ZBy7p4vHDh2c/6taS+wBTE5OXvax14l/T/JMa3um/fv3d9wzdeLvSZ5p5WcCruj/HyHP1BnPNKeTnqkTf0/yTCs/UzQavWzrmK17TrtS6q+AO4E7tdYfa3L8XcBbgbdqrf+whfs9Hfh7YHG58HHgD4APLe3NV0r9OfB/qKY3ReA64M3Ay4EJqvPjT6/0mfv27bsvDMNbbrvtttWad0U6kykxnitxJlPGqzTOb18smJii8oNDBGcnMbqSGOmupuflQ3j/lEsurP/DMdHc1eMxaDWPy8qR4+Q+8HH0GoePJ17zyhWL1s3NdY/bJinHRCnFth4X8zyLwa3HXA+7M9CL3dsNgBm1cUc2t1Scbv/+/dxxxx0XtI1CXGgSx6JTSCyLTiBxLDrB5Tyn/ZJap10p9Urgo8A/UU3SjwMjwNuBDwA/DPz04mu01r++5Db/BfyUUuqzwMuA36BaDG9FsVj7ipFd6jalHM7mygwmbU7Nlpqu3z7H6O5CxVxUIoZeYU3PuAFv6PF4/5TL7KLEPUDx/qkYr0l7bI00TnSP7Bih+8/eTjg9C3MvnDTMvu2PV3yGyqNHVkzah1MOhXLATNGn6Id0ORbHpjyAi16oTpkmlekZwmIJr1Zd3hnsw+5NYyVXr956++23X+gmCnHBSRyLTiGxLDqBxLEQ7bUR4wNma1+bd6ku7G+c5LxIbd76X1MdBv8qrfWjWmtPa/0o8CrgPqrJ+LNabNeHa1+f2crJYbhKJbQr3J7hJKZSDCZsUIoTM8Wm5ynLxBwaQFkW4Wx2xXtGDXh9r0ef2fiz/8i0y6GS2fwzTBOzrwezv7e6DfTi/uSPrfhZpf/87orHAWK2yXDKIQg1U16FKa+CXytUN1u8eOuoR3q6cAb7sbqSWF1JKpkc2vcJ/QAd1G/NLJ7mIcTlSuJYdAqJZdEJJI6FaK+NSNrnKr1fs8zxuaJyy815n/M8IEJ1+balBe1C4Ju1b1sdznCu9rWlhSWLxeZJqFjw5E0JopZBfzxCJQjxKs2TRiOVQLmtLVdmK/jVHo9NVuO9/mY2yoPF5on7Uu4LnkXXH72V5G+8luRvvBb7tj0N55T+6yHCFobVD6ccBhM2xUq1UF2uHHAuX75oheqUUljJOJGuJJGuJFY8htaa7COHmPrOA3Vb7vFjDdc3m4MmxOVG4lh0Coll0QkkjoVor40YHv/12tfnKaWMxQm3UioJPB0oAN9b5T5O7Wv/Msfn9re6NtdcBfknWjxfrEIpxbUDcR47m6fsa0YzperScEvmWSvbhlqRB631qvOwTQV3pYt8YibKkUp9kv7ZTJRcWOKOmL/M1Yvu09ON2VOdA270dFP+r4fqjuf/6lMYg310ve0NKMde+V6GYjjlMJYtkSn6eBVFVzTCkcmLP2TeSsXxTo4tTAcAdBhi2BFZy10IIYQQQogOt+6edq31EeArwDbgdUsOv4NqT/ffaq3zczuVUtcppa5bcu63al9frpSqm3yslLqJamE5DXxt0f4nK6UiS9tUu/5dtW8/udZnEsuLWgbdrkVv3MKNmBytzfteTEUdVKT2PqjFQodKwc+ni9wUbRyG/qWcw79lV06ylzJqyftS4fgExa9/B11ubbj7UNKpLQ+nmciXmfb8+SHzk4WLM2Te7k2T3L2D5PU757fENdsBCIplSuem6jZg/t+VVaYoCCGEEEIIIS5tG1WI7i7gO8D7lFJ7gYPAU6mu4X4I+O0l58+NsZnvgtVa36OU+jjw88C9tSXfjlN9GfATgA28R2t9YNF9fg14sVLqW8BJoES1evwLAJNqUbu/b+UBHMdZ/SQBwEjaZcbzVy5Mp87vfdDLU2WShuZbhfok/XtehKlA8aquEq0UdFeGQeTGa6k88ljDMe+fvkDxi18j+cY7sbZtbXJ1o7nE/Vy+TLESkHAsNJoZr8JIOop1sZePUEAYUpnNMH3v9+sO9UfU/D4rHqP7thux4lJoUVxedu7c2e4mCLEhJJZFJ5A4FqK9NiTTqPW23wZ8gmqy/uvADuC9wA9prSeXv7rOq6km7d8Fnl+7z3OB/cDPaK2XVoH/Z+A/gRuB/x+4m+qc9y8CL9Fa/5JucU07y7qkCulf8uYK0w0lbQylavO9N8bzExV+LFFq2H+obPGBKZdyi9PK47/4s7gvfUHTY9orUvyPbzU9tpyIWR0ybxmKbMnnbK5CsRJyfLq4oc/fCiMSIdKbxs8WGrb4VB4/W8A7OUZYLKErq08tEOJSMzQ01O4mCLEhJJZFJ5A4FqK9Nqx7UGt9Umv981rrTVprW2s9orV+g9Z6usm5Smvd0F+qqz6htX6W1jqttba01j1a671a6083Of+ftdY/qbXeqbVO1T53k9b6xVrrf1lL+/P5/OoniTp7hpM4psFAwgYFZ3OLyg3osDqMIjy/wm1Pi/n891RjccDxwODPJ2LMBqt3txsxF/dHn4P7kuc3PV6+58Hzalt/wq6rMj+Zr1CpDZm/mMm709+Du2WoYTu2OYW7ZQgrUe1dL46epTzR8GcoxCVt//797W6CEBtCYll0AoljIdrrIo/pFZ3mxqEEcdukN2aTLfkUK4sK/5smulAgLHjzm/abV5xv5knRgFd3N86Zz2vFX0y6nKq0Fr7R5/8w0ec1X/lPr2Opv+GUw6akTSmoVplfPN/91OwlsBqBUlQyOXKPHyfzyCH8fOPPUgghhBBCCHFpk6RdrItpKK7udemOWqSiFqczRUKtqxXkXYdwJkM4MTW/+cdP0uKMBQC22yGv7ylgq/prAhQfnnZ5uIUl4ZRlEXv5i+j6/d9oOJZ51/sofP7L5z2EXKnqkPneWASvEnA2VyZT8ilWAo5MFpj2Lt767ks5g31gGBTHzhFW/GXXdRdCCCGEEEJcumQid41ptrYeuGiUdCyStcJslUBzdMpj26YBlF1f2D/M5akcegKCEKzWf979lubXewt8aMplJqx/z/SZTJRzQZnnxFdPjo3BxtUEg5OjBCdHIQiJ/eSPttympRzLYDjlMOP55EoBhVJAIlr9mUwVKgynHNzIxYmxRO1dnBl1MIf6CQrVXv/SmXMEi3rbI11JWTJOXLLS6XS7myDEhpBYFp1A4liI9pKkvSYaleRlPa7udXlo1GcoaXM6U+aY77Ljut66c0r3PYyybfxjJ7Guvgq1horrcQPe2OvxiZkoR5es5f61vM1oxeBnu0oYK0x1V0phDPYRjk80HCt+6esLa7cbBtau7UR2bmu5fXO6XYtu12I0U13fPV9WJB2T05kiCsXW7ii2eWEHuGxV9bGsDIWfyZE9dHTRPgN38yBdN+2+oG0R4nzdcMMN7W6CEBtCYll0AoljIdpLhsfXFIuXwBzky9ye4SRGraK8aRgNRdnMwT6sbVuqS7YFa59Lbip4dbrIU93GXvVHyxbvmXLJrXLb6HObz20H8D7/5er2uS+S/ZMPUn7wwLLnrmY45cwXq5vxfM7lKniVgJMz1Urz/jrm0q/mpK6PZWewDx1qwmKZsFjGz+YpnZ2U4fLiknbgwPn//QlxKZFYFp1A4liI9pKkvSaQBGZD7BlOEjEUm1KNS8FZWzahIhag0OXy8jdZxYuTZV7cZEm4qcDgzyZinF6hQF30mT9E1x++ZdmK8ot5X/gawdhZdOX856XPJe9+qJn2fM7l65eJuxDJe476e5pulOjwwMK2aQCAoFimksnVbX7+4i5dJ8RypqdlxQPRGSSWRSeQOBaivWR4vNhwe4aTPDSaZTBpcyZb4uiUx/YeF6Ba8M11wQ+WLUin1OrLuT015tNnhXxiJopm4XwfxYemXV6aLHGr27y4nNmbJvr8H6a0/x7CyeX/Ryg4dpLZ3/kzsCMkXvNK7Ced/1Dy4ZQDwGimxJQXEikbJG2T49PVXvGR7ijWBR42X0drgoLH9P99qG63EbFIXr8TZ6B3mQuFEEIIIYQQF5Mk7eKCeNKmBA+fyTEQtzmbKzORL9MXtzF60qgzZwnGz8H4ueYXGwbWyGZUJNL8eM0OO+SNvR4fmXLJ6/pE/3NZhxMVg59Ilmn2DkBZFqk330X53ocIc9Xe5fL93286351yBe9f/2NdSfucZZP3mWryvqUrimNd2OTdsCNYyTjFsfpn1ZUKkXQXQfH8R0EIIYQQQgghNpZay/JbnWrfvn33ua57y+7dUpRrI5X9kINn80x7PlOFMkNJh2g2g3/sFLBM3GmNf3oMI5XESMZb+pyKhk/MRDleaazOPmiGvDrtEWshDw7GzlZ71pdhjmxpqT2rMft7cX/yRzH7ehjNVIf5R0xF3DZxIwYKxWDSJmFf3HdqpbOTAHTfeiOxqzZd1M8WQgghhBDiQjp48CCe592/d+/eW9vdlrWSnvYa3z+/dbrF8mzLYFuPC1MegdaMZUts7e7CuXX5ZUMqh4/B6TGC0TECayE85yq/G/FYwzURBXemi3wxa/Ntr753fjww+NOJGL+QLrI1svL8cXNogPjP/TTFb3yX4PQYLJnLHhw/1cJTry44fopwaobUb72urud9xvPJlqrV5seyJRRlUo5Ff8Je0/2ntU9anf+fdvHUGMXTYyue4wz1E9++MS8xhGhmbGyMoaGhdjdDiHWTWBadQOJYiPaSpL2mVGosbCbWrytq0RevJtJBqDk5U2Rb2sVcZm02FYtiDvbDQF/d/nA2i87loUnSPudHk2W2RAI+k6lf8qyC4iPTLj+WKPG02MovZ5yn3YbztNvQxSLTb/g9uEBV3v0njhPOZEApVDLekLxnitWed601mVK1zTt6l3/2xcYokz6PP23TjeKdPEN5YmrF81QkgmFHQJJ2cQEdPnxY/g+i6AgSy6ITSBwL0V6StIsLbnNXlEwpYCARIdSaY9PVwnRGk8nm1vAQZn8vLJq2EZydpJJ7nGAyA6HG6E2j7Obz3Z8UDRi0Cnxs2qWwZJ77F3IOR8omP9NVwlql1p2KRok+95kUv/yNNT9vq2be9M7qZ6WSJH/l57C2ba1L3rMln3wJYrZJ3DbnK/G3mryvlZWMk9i9o+5nv1RY8fGOn74gny+EEEIIIYRoJEm7uCh2D8TnK8qPZcocnfK4usdtWil+aQE6FXdR8RjmpkHCXIFwNlNN7JcxYGl+o6/A385EObpknvtjZYs/nTD5hbTHoLVyPYfYy36M6HOeTjibWcOTNqf9gOyffLD5sUwW71++SvLuX5jfN5e8T+Ur5MoBuXKAGzFJOAvJ+0g6imVsbNE6pRRNK/ctPk51ubjy5Ax2b/eGfr4QQgghhBCiniTtNdFodPWTxLrMLQU3lLQ5nSnzxJTXUq+x0d2FfcM1BKfH8U+NErawlrit4NXpIl/LR/havn5OeF4r3j8V4yXJErcvsyzc/GenuzDSXat+XiuMvh7CZYaeVx55lMqBQ2AozJEtGLHqEnk9takFXiVk2qvgVQIc0yC+aLm4tBuhJ7bwomMLa5sDvyZKQRhSnpwm88gh0rc/GTMmfzti40lhUNEpJJZFJ5A4FqK9LuLC0Jc2Y4N7LEVze4aTGEoxnLKxLWO+13glSimMrhRGXxrl2OiC1/LnPSde4ee7Pcwm1eo/n3X45IyDf5EWUEj84s9gXT2CSiWbHs++92Nk//KjzPzWu/FP1A9BdyMGwymHoYRNKQiZ8iqczZXJlwOmCmWOTBbmf5bRC/hnbUQsnMF+imfOEVZ8dBBcsM8SV7ZEItHuJgixISSWRSeQOBaivSRTrSkUVk8excbYM5zEVIpNSYeI2VriDmCku6HWA70WO+yQ3+wrMGQ1JpiPli3+eCLGaOXC/ylYV4+Q+q3Xkf6zt5P6nTcuf2KxROlb9zQ9ZBiK4ZTDcMrBDzWzRZ/xbJnZoo8fao5MFjhMkXJwYQroAUTSKUxXetfFhXXvvfe2uwlCbAiJZdEJJI6FaC9J2kVb7BlOYhmKTSkHq9XE3TJRSqFMkzCXX9PnJQz4lZ4iT3MrDcc8rfjgtMu38s2L210I5lA/aoVK+P4Tx9ErFIQD5pN31zbJlwPO5spM5qvPd2LG48hkgSemWh+VcD6yjz6xajuFEEIIIYQQ50+SdtE2e4aTRAzFcNLBNFZP3OeKoKlkomEN9Vb9WLLM/+gqNh0u/+W8zV9NR8lfuE7qecqySL7hF7GfegvW7l2Yw/XLqAQnRyl+4Wst3asratUNnQcYz1bIlnwqQTg/dL6ygb3vpuvgnRglKHjo8vn9LoQQQgghhBCrk6S9xrKkJl877BlOEjEVm1OtJe5mbf324Owk4Wz2vD7zGifgN/sKDDcZLn+iYvInEzEOlswmV24sa2QLiVe/gtQb7yT6or0Nx4tf/eaa7jc3dN4ogtaabKna+z5VqFCshByv9b63Oh1hJdHhQcKKv+LycEKsx+DgYLubIMSGkFgWnUDiWIj2kqS9xnGcdjfhijWXuA+3kLirRByjv7e2/NvahsgvljDgrp4iz46VG44FKD41G+UfZx2Ci5STWtu2wpJiiLrgUf7+Dyg/fJBwZrb1exVgU23o/EDCpuhXC9eNZytkSgtz349MFsiVV66evxIjUn3RFXjF876HEMvZtWtXu5sgxIaQWBadQOJYiPaSpL3G8y7s3F+xsj3DSez5xF0tm7ibPd1Edm5DKYXO5fFPj9VtwZlx9BqGzu9NVHhN2iOqGrPzh0rVInUnL0KROrOvh+Sv/kLD/twHPkHu/R9n5i1/ROUHh1q6VyW18G9rUeE6tCZXWpj7XqgEjGVK8wm8bjJlYEVK4Rc8Mg8fIpQh8mKDPfDreiWOAAAgAElEQVTAA+1ughAbQmJZdAKJYyHaS5L2mjC8CBOZxYoWEvfoij3uyo6A62AND2GmknWb1hBmcmv63K2RkDf3Fbjeaex1LmjFR6Zdvpi1L/hIcOv6XdV10JsJAor/+b2W7qOXmekxVEve5+a+z3jVyvMznk850Dwxubbh885AL97JMYJypTpUXogNlM+f/0gaIS4lEsuiE0gcC9FeMpFbXFL2DCd5aDTL5pTD6Vov8I7e+irrRiKOfeN1sCRR9M+ME5ZK6FKpLnFXjo1y7BU/N6LgZ7tKPFT0+WzGQVOfPH/bi3CgZPLK7iJD1oXJ3pVSWDtG8A8fa3o8PDdZ19uuog7mVVtQ1trm38/NfQfIlnyypYBCJcA0FLGIgRsx5xP3hGMymGg+dSTSnaI0Mb2mzxZCCCGEEEKsjSTtNWq5Hk5x0S1O3EezyyfuSxleETV+Dl2u1M1312cnsHaMtPQ73hMNuDri8alZh1N+fTI8Exp8YCrGs2Jl9sYry3aKr0fil16J96WvE56bJMwVCI6emD8WnDpD9j0fqzvf3DpM6k131b+UWMOgkaRjkXSq/xkYzZTIlgKypYCIaRCLGIS1IfUAffEIXdHmy+J5x0+jzIWfl+FGiV21qfWGCLGEba/8ok2Iy4XEsugEEsdCtJeSNZZh375997mue8vu3bvb3RSxyEOjWSqBZjRbwg/ChsR9KV0qV+e0L5rqEE7N4B96AnPnNpSxttkg3y5YfDHXvJe51wz52a4igxeo1x2g8tgRsn/+kVXPS7zu57D3XL9hn6u15kx2oUCfYxq4toFrGfMvPoaSDnHbpHDsVHXfkp9tdKiP9FP2YMaiG9YuIYQQQgghztfBgwfxPO/+vXv33trutqyVzGmvKZcbq4iL9lpcVT5itrCOu2NjbdtK5OqR+W0uUdfnUeH86TGfN/QU6Dcbu64nA4P3T8X4Ui5ywea6m1s2QaR5z/Ziweg4wdjZ+a00U/v3+Dl00Lis3WqUWiheN7Bo/vuZbJkpr1rA7kymyJHJAqNuinIsjpVKzG+V2SxhECIvBMV6HD9+vN1NEGJDSCyLTiBxLER7yfD4msoaKo6Li2duqPxwyuFMtsyRyQJX97gtT2fQYYjq7qom7fGVe+qb6bM0r+/1+Fo+wtfyjUPD9hdsHi5a/ExXiS2RjS1maMRjJN/wi5S+/h3C/MILi+D0GDqzsEa997kv4n3ui03voeIxkq9/dXVJufNgLZr/XvJDJmtrvs8CTqTa+35ORVB+9ffRn7AxorJ8oli/kydPMjIy0u5mCLFuEsuiE0gcC9FekrSLS97CHHeb0UyZJ6Y8tve4GC0k7uamQYKJKbRXJJicxkjEVy1K18xz4hVudHz+bjbKRFA/QGU2NPjwtMtt0QovSpaxNnCue2TXdiK7ttfty338M5S/e19L1+t8Ae9L3yD52letuy2OZcwn8MVKde33YqX6oiIaMYhaBmezJYLZImbMY2r/Qwz1V9efM12HxLXb1zxFQQghhBBCiCudJO3isrDQ424zli1zdMpjJP3/2LvzILuyvLDz33P3t+WmJVOpfa1SqapV1dVVDbRMQ5e7aBrDsNk4mGl7GE/bxjiwjYPwGG+0Jwg8EQ4PNjHYgMfgLRgMBhobA01Xr9VbFdW1qlQlqbRLuSnXt9/tzB/3vpfv5Z7Kl/kyU79PRMZT3nffvecpj1Lvd87v/E4Gy1g5QlaGgZHxiLWGICAam8A6cvCB2rDf0vztFWbd/7Rm81bd4i/01Dnjrj8tfa3Mg0PrOl/PFlc/aZ0822DYXjwDPwO4kYFz8y6+aTKVxujm8BBPHzmA9QDZDkIIIYQQQjzMzJ/92Z/tdhu67vr163/N87wD+/fv73ZTxAqGCi7jJZ+caxLEmomST84xVwzclediZDJJtfkoQs8VUb2F5LkHLP9+3Ik574bcDAxKcfvMcYji9brFSGBw0olwNqHCvHX0ELpWh1odlcug8tm2LxwbavXm+fH0DFprrJPrL8a3pvYYqlmFPmOZzFkOvutR9TIE2RzR1CxmT4HpQh/jdc1Y0WdvzllTpoR4eA0MDEi1YrErSF8Wu4H0Y7Eb3L9/nzAMR06cOPEr3W7LeslMu9hRGjPug3mHCQLuzNbYl3focZfuysq2MA/sR1WqROP30UGY7INumlhH17/HecMeS/MTAzW+VrH4gyUqzF/yLa7eN/lY3ufZTNjR7eGUZZH7ke9b9nn/2nVK/+xftx2r/ffPopQi870f7VxDlmCZiuFeD/CIY81oySfAoFz2MWdrZJVN3jF5a7SIIvlLOZAWvBNCCCGEEEIsJgtMU9VqtdtNEGt0friAa5nszzv0ZWwmSj6jxfqKr1Gug9HXg/3IKewzJ1CWie7AjgHfmg35e3sqnLQXp8MHKP5byeVfT3vcC7bun1o0mFnyeHhtayu/GmkRu305mwM9LuHoBLPVgLuzNW5O1Rgr+RTrIXdma7x+r9j8iqXqvABee+21bjdBiI6Qvix2A+nHQnSXzLSLHens/hz35pJA3TQUk+Wksvxye7kr08Q59wgAwaUrycEH2A5tKQVT82P9Nd6qmfxu0aWu26fV74UmvzSd4dlMwPM5H2+T43fj0CD2448QvPVu23FdqxONjgPpsoG+3s1tSINpEo3f59AjvTjpz2emGjBZCSjVAQWeaZJ1TDK2wZsjpeZLBwsOQwWpRi+EEEIIIR5eErSLHWu4xyXvmFyfqmIaMF4KVgzcG3QYoTwPXapAId+x9jzuRZxxK/xxyeEb1cX7q79UtXm9ZvHdeZ+nvc6mzLdSSpH/mz9G7TNfpPo781vBhe/dZPYf//Pm9/bjj5D/8b+Msjf314C5b09zsKChL2PTl0n+jqJYc2O6Si1MBlFMQ5GxTbK2QaSTNfANj+7P4VqSICSEEEIIIR4eErSnbHtxkCW2vx7P4uxgjktjZayCYrS48ow7gNFbQDk2ulZHxzEo9cBF6RZyFHxvwecDXsjvFh3uhe1r5uta8XtFl29ULb6/4HOww3u7AxjVpGq+dXjlKvnBW+8SXr6Gfe5Mx9uwHqah2n5ek5WAmWo6Cw84VhLAZ2yDt8dLGMz/rJ44kJeCdrvU4cOHu90EITpC+rLYDaQfC9FdErSnpCLmzuWYBk8cyPPmSInhXpeRuVVS5T0XlEIXS0TFEto00qJ0nfvncMCO+fH+Gn9as/ijkrMoZX4kNPnX0xme9AI+lvfJd3Dy2ErLM5gHB0EpWGGNeDw717kbr0JXa/ivvrXouLF3AOvwcPP7PVmbPdlkEC3WmutTVfwwYqYKKEXGMsjYSSr9GyPzBe0sQ/HYYK5jAzCiu44ePdrtJgjREdKXxW4g/ViI7pKgPVWpVLrdBLEBhlLNyvIHe93mjPvxgcyimViVz2Hu24M50IfWmvDWXXTd72jQDkm8/Ewm5HE35I9KDq/UFmdzvFazeatm8Z25gAvZALMD8abfB84MGH295D75o9Q++2V0Oenf8WyxbTu4+jdeBXN+xMDYuwfrxJHOBr6OjY5jwivXFz9nmdiGAS1BeytDtc/C18OYO7M1qkGaSq8UnmOQsUwytskbLevhHcvg0X1ZCeJ3qJdeeolnn322280QYsOkL4vdQPqxEN0lQXtKS8XqXaEZuPc4jBZ9rk9VOdjj4dktgWk2g3P+MQCCy+8BEE9MosvzOwgox8bo6+lImzIG/ECPzwczIZ8uOtxdkDIfoviTssM3qhbfk/c5522wQF7LrL37gfO4Hzjf/L70a7+J/7VX5u996QphozBfynv+w2R/+Hs21oYWyjCwjh+BeMFSgDAiujOyrmu5ltEWxM/VQibKPuV663r4JIj3FgTxIOn0O4nfgd0dhNgOpC+L3UD6sRDd1bGkXKXUIaXUv1NK3VNK1ZVSN5RSv6CU6l/ndS4opT6dvr6mlLqllPofSqmPrfCax5RS/0UpNZ6+5l2l1KeUUkvvfSV2tfPDBQylONDj0ONZ3J2rMV5a5j8bw8To68HoKaAss/kVT06h/aCj7Rq2Y358oMYPFupk1eJBornY4DfmPH55yuPuZm0RZ6x+3fqXvtHx2yqlUKbZ9rWWtqymx7M4uSfb/OpxLUr1iImyz+2ZKjemq4yW6szWQupRzJsjpbbt5fyo8zUFhBBCCCGE6KSOzLQrpU4CXwX2A58G3gGeBf4W8DGl1Ie01pNruM6PA78ElIHfBe4Ah4AfBL5bKfUPtdY/t+A1HwQ+B9jAbwO3gY8A/xh4Tin1nNZ65U28AaMDAYTYPs4PF3hnvMy+nMIyDKaqPsXJcNE6d+vwMEYh17buO7wzQjxXXHEt+Ea8PxPyuBfyubLNVyo2mvaZ39vpevfH3ZDvyvv0m+trhwqXf85+9CT+V15e8fW6VlvX/TZKBwHhjduLjqveAmZ/37quNZC1GcjOL0OYrgZMVYLmTLyhFJ5t4FnJmviLY+2F7Q73eW2vF92Ty+W63QQhOkL6stgNpB8L0V2qE2nhSqk/Bp4HflJr/Ystx/8F8HeAX9Za//VVrmEDE4ALPKm1frflubPAq0AM9DeCcKWUCbwJnAX+J63176fHDeC/AD8E/H2t9T9b6d4vvPDCK5lM5v1nz55d3xsX2950JeDWTI2yHzFW8tFar7olnH/xXYJLV5KZdqVQpoF58ADK7XyxwqlI8YdFh0v+0uNnCs23ZkK+M+eT6cC4ktYa/+vfJHjnats+9f5Lr7Wdl/mB7172Gspzsd93FnPPupJoFrclioiu3UIVlvggoBTW8BDOU49v6B4Llf2I0WLLGJ5SeKaRBvLJo9mSPq8UnBvMYxqSUi+EEEIIsZNdunSJarX6zeeee+7pbrdlvTYctKez7FeBG8BJrXXc8lwBGAEUsF9rXV7hOoPAKPCG1vr8Es+/ATwB7G3M2iulPgK8AHxJa/3hBeefAN4DbgLH9Qpv9IUXXnjFMIz3P/nkk2t702JHCWPNxdES9ShmZM4nimNODGSWLVAW3rxDODbR/D4avY+R9Tq2xn0p132DPyg5jC5Y797gKM2HswEfygZYq8SPYRasddRV1Foz/df+3jpaC6qQp/ef/BRGz8b2udfVGrq+YOmC1kQTk9iPnMJ9+okNXX81YaS5OVNtO2aZSQCfsQxc28AxVbNCPcCBHpf9edltYrNduXKF06dPd7sZQmyY9GWxG0g/FrvBTg7aO5Ee/53p42daA3YArXVRKfUVkln4byEJsJczTjLTfkYpdVpr3ayOpZQ6A5wGXluQZv+R9PGPFl5Ma31NKXUZOAM0AvhlheEKOcViR7OM+cryh9LK8temqhzp87DNxdPX1tFDmIcOABDeuE08fp+4VAZz6YB63QyFyrYPGhx3Yn6iv8arNYvPlG1KcXu7fJ0Uq/tqxebP5n2e9kKWm/yNPWC9myFYJoRrL4CniyWCy++1Fbl7ECrjoTJe+7XjGCZWXU3TEZbZXp1ea81I0adUD5v7xCul8CwD10qC+VszNUbm2lfcnNqbJed0qH8IAMbGxuQDotgVpC+L3UD6sRDd1Ymg/ZH08fIyz18hCdrPsELQrrXWSqmfAP4T8IpS6neBe8BB4AeAi8BffIB7n0m/Vgzab9++zU//9E8v+dznP//5lV4qdohG4D7c6zBRStLmC6615KypSgN0ZVko10VH1WSdeyf4PsZAP6q30H5Plax3f58X8mLF5otlm2DBeveyVny66PLFss3zeZ8n3IiNFkNXSuGcP4f/yhvrfB+dLdS3iN76InFKKYZ73LZjC7eZAzANA9dSeJaJaykuT5QXVaU/sy9LxpZAXgghhBBCbEwngvbe9HF2mecbx1etKKW1/i2l1D3gN4C/1PLUGPBrwLXNujdAqTS/PVQmkxSer1arvPjiiwAcPnyYo0eP8tJLLzW3vsjlcjz11FNcuXKFsbGx5uufeeYZSqUSly5dah47deoUQ0NDzesB9Pf3c+7cOS5evMj09HTz+IULFxgdHeXq1avNY2fPniWfz/Pyy/OFxAYHBzl9+jSvvvoq5XKy+sBxHJ599llu3rzJ7dvzBb4a6f+vvTa/fvlhe0/Z8ihjY2NkgSxwv+c4t0sz9FXmtx5z9x7C6dlD8drryYGTvRh6D47O4asycUulNy/uJcQnNOZTrO04i4FJ3ZgP8k1tY+ss9XgWbSXFGYiT/dTDDMQt+xxYs/DtPQFPDQd88b7DS9MWLAjeZ2KD/zLn8QUz5rk9PqcH2mfJYxvCljEBswxmHfyB+WPKB7sEQR7sn/oLqC+dIh6bwqyBNpNrNBg+BK9dIr433x+i9O8h6AHd+E2ywnsCCHvnjxlVsKrJvvKNfSxUCNYM6ON78QfAT38GuSOPEdcrVMduNF+/6OcEmNkeskPHqYxeJ6rMNY8XTpzHn5ukfv9O81hm8BiGm6V86+3mMbswgLfvMOU7l4n95GeqTIuTR89RnxrFn5l//1P5w/jAQOk2jXU/QXYvRt8g5ti7vHIt+fsxnAy5Q2eoTdwmKE41X78b/j1t9u+IF198cde9p934c5L3tPJ7AuRzhLynHf+eGnbTe9qNPyd5Tyu/J8/zdmzx8U6saf8V4JPAJ7XW/3aJ538O+BngZ7TWP7/Ktf4X4FeB3wH+T5L16EeBfwT8KPBbWuu/0HL+Z4CPAh/VWn92iev95/R1P6q1/o3l7vvCCy+84nne+x977LHV3q7YJaYqAbfTAnXjJZ94DQXqOiG8M4L/5iV03ccYSMaSlGmuWORuOlJ8puTwZn35MbaDVsRH8z6nnBitYIkd5TZs4R7vAD3/8G9hHTnY8XuFN25DrLHPnsZ54tGOX7/TtNaMFn0qLbPxKLCNJK3eMQ08S+FaxqIZ+YO9LntzskZ+oXq9juu6q58oxDYnfVnsBtKPxW7wsK9pb8xm9y7zfOP4zEoXSdet/zvgDeATLevj31FKfYIkFf7PK6W+Q2v9hU7eGyCOZb/mh8lA1qbXs3hrtMTBXo/RYp33Jisc7c9gbWalcKVQto2u1Ykn05HBuo95aAjleUu+pN/U/EhvnQ+HPp8pOVxeotL83dDk12cyHLYinuvzOWVsTX+uvfAi+R/7kY5f1xweIrozsvqJ24RSigML0urjNJAv1dvrZVhmklrvmiaOqbgxXePubPsaeccyOL03u7l9cZsrlUryAVHsCtKXxW4g/ViI7upE0N7Ymu3MMs83qlYst+684XmSvda/uERBu1gp9SXg6fTrCx2+N7Ut3ptadJ+5oEDdWMnn5nSVHs9i3ybNfBoDfcnMdJrhEhdLhHdH0UGEWjpmbxqyNH+pr87tIOCPSg43g8XrpW+HJr9+P8MRO+K5nM9Jp3PBu3Xk4KKZdl0sLXO2MJZYH6+15n4lYK4WUqZljbxSOJaRfJkKNzJ4c7TYtoc8wHCvy96svezOB7vJpUuXuHDhQrebIcSGSV8Wu4H0YyG6qxNBe6NK2/NKKWOJLd8+RFLL+uurXKfx6XbfMs83jrfuD/U54B8AHwPaUu/TLd/OkKTYL1wLL0RTI3A/UHCZroZMVX3mauGmpMsbGQ/jzInm98HVG3B3FNA0lqqsFpAdtmM+2V/jPd/gT0oOd5bYJu5WYPJrjZn3NG1+o9zv+FbqX/1Totv3NnyttdL1OtHI+NJPOvaG94rfakop9uWcRYNCFT9ipFhvK3aHAsc0Wr4UN6dr3FswKw9wfCBDj9eJX+dCCCGEEGK72fCnPK31e+na8ueBnwB+seXpTwE54Jdb92hXSj2avvadlnO/nD7+sFLqn2ut32g5/0nghwFNEqg3fBG4BHy7Uur7tNa/n55vAP9Xes6/WWmPdiEgCdwnysl4kGMqJko+701WtmSdOwqilgJvyrExjx5CrVIo46QTc3Kgxrt1k8+WbUaWCN5vp2nzB62I78wFPOqufVu3Rc00TTLf/12UfvHXmseCt95F+wHKsVd45YPcTEEcE0/O4E8uvbpF9eRR7zuLkduCn9Emyzrmor4Wa829ufqi9HpDqSSIt1QzmL9yv7JkKv2xgQy9EswLIYQQQuxonfo09zeArwL/Sin1HEkg/UGSPdwvk8yGt2qUBGx+ytRav6SU+jXgx4CX0y3fbgLHgO8HHOAXtNYXW14TKaV+jCSQ/22l1G8Dt4DngA8AXwH+77W8AVmnI/blHAYyNm+NlnB6PUbTwH24x920rbuM3gLWweG27c3C67cgCGGF4nStHnEjHnEjLtVNXijbjC4RvN8NTf7TrMl+M+Y7cp3ZKq6h9oWvknn+w525WErZFsa+Pei6v+Tz8fQMludA9OCDENudoRSHehevmWhsQVdrj+XnU+xNhZ0G81eXCeaHCi7789s7zf7UqVPdboIQHSF9WewG0o+F6K6OBO3pbPsHgH9Kkqr+cWAE+JfAp7TW0yu9vsVfAb4E/K/AdwEFYA54EfhVrfX/t8S9v6GUeoZkVv/59DU307b8M6314lzSJViWzEaJ9nXuB3sdJssB9+aSLrQZs+7mvj2Y+/Y0v/ffemeFs1d21o04mwbvn1tm5n08SraK+xMj5ttzAe/3Qsx1xG1G/+LdE+PRiQdu84r3WrCPfStdX9M/613JtYwl+2IliBiZq1MN2o83ZubtlmD+9kyNkWINtWDNvGUqTu7J4lnd3w5laGio200QoiOkL4vdQPqxEN3VsUhVa32bZJZ8LecuGSakaey/nn6t595vA39+Pa9ZqLHvoBCQpMu/PVZmX07hWQYT5WDr0uWBaHIKc/8+lLX+Gf6TByLOTkW8mwbvd5cI3qdjg08XXT5bcvhQNuCDmQB3DXGaeXAIbBuCYPWTxZbK2otT7AFqQczducUz8yiVzsqnwbyRPF4aKy3alg6gP2Mz3OtuWUX7F198UYoeiV1B+rLYDaQfC9FdMr0sxDIeG8xRC2PeHS/jWAbjabr84V4PZ5NmIpVpYgz0E8+ViOeKmAOLZ7bXqpE2/55v8Pmyw40lqs2XteIzZYcvVGyezQR8KBNSMJcvAaGUIvsXv4/Kf/yvzWP1l14l+4kf6kqqdXRvjLi09gE35bo7rnjdRnn20jPzUawZK/mU6xHQvszANJLZecuYn52vRzGTVX9RRXuA/qzNcM/WBfRCCCGEEA8TCdqFWIFnGfPp8j0uE+WA27PJ9oCbMetuHTuMrtXRQQBxZ7ZrO+nEnHRq3A4MPl+2l9zn3deKFysOX6nYPOmF/JlswH5rjfUb/QD/K3+Ke+GZjrR3TQwjGdiorm+rRqO3B+PJc6jMKvvrPQRMY/GWdA1lP2K0uMQSBAWWYWAbyQy9ZbQE9JWlA3rXMjja721aXQghhBBCiN1OgvaUacoHSrG8RuA+mHfI2Ab3NyldXmU8jMG9MDYBQZgE7wCGgVpjH1VL127jsB3zl/rqjIU+Xyg7vFlf/M9fo3i1ZvNqzeaUE3IhGyzaLk4tUSAvePvylgbt5r49xHPFdb0mnpzGyGXRUbREaCla5ZaoZg/JPvNz9Yj7ZX/R2nkAMw3iGzP0lgm10OCd8fKSKfcAg4VkCzxzwSx9f//DlREhdi/py2I3kH4sRHdJ0J7yPJl5Eys7P1ygGkRcnqjgWSZjpTrvTVY40OOS7fAsojIN4tkq0a0qADqOsY4dRtmr/5O1Sys/P2hpfqS3zvORz4sVmz+tWiwVxl71La76FvvMmG/LBjzlhVgK7LOnF52rt7iKu3JszL0D63qNLlc2qTUPD6UUvZ615DZyWmtKfsR4aelRI0MpLNPANpPZesdQmIbizkydkWJ98Sx9/xFev1dkuNdlIGMvCuqF2CnOnTvX7SYIsWHSj4XoLgnaU7Xa+tJsxcMpY5st1eVdJssBIx2uLm/09mAOD2EO7gdA+z7h7XvoIFhT0B7kVw/cAfpNzfcWfJ7L+XytYvP1qk11iRqRE1FStO6PSw4fzAR8S7ZA9n/+QSr/+Xea5+i5EsHbl9M3YGAeOYiRzaztDYtdQSlFwbUouEv3UT+MGS/7lOsxC9fQo8BUSdq9ZSZf9vQtrH3HuDlV4665uNJ9w96czb68g2N2v+K9EEu5ePGiBDxix5N+LER3SdCeinbxfs+i884PF7g4VmJfziFrm0ykReqOD2SWTQNeKyOXxTn3SPP74N331vV6vbbt3ZuyBjyXD/hwLuCbNYuvVGwmo8UBUE0rvlhx+FLF5iNGL+dbngvfu0HxF/7t/AHXoefv/jWsY4fX1xixazmWseS+85DM0leCOFlHn1a5318rNQfEFgX1hsJOZ+rrUcx4yV/2351SisO9Lr0Za8P/NoV4ENPTa931VojtS/qxEN0lQbsQD+jcYJ4ginl7rIzT5zFR8rk+VSXvWgzm1xk5r0E8OY2emWs7pgp5jEKuI9e3FDybCXnGC3nXN3mxYi9ZcV6juBlZbUH7InWf+pe+sS2D9niuiK4vs/B/EynDQPUWUIbMCC+klFq0jr44O5+90gjqx0o+tXDpAomN9HvLIA3okzX1tmHw3mQVy2TZ2XrTUBzscenxLEnDF0IIIcS2I0G7EBtgm/PV5Q/0OMxUI6aqPqXJsHNF6iwTc6Bv8brxKCK+P9mxoL1BKXjUjXjUjRgJDL5atXitZqFbAp6x4SNEhoG5QoX7eLutIVeKuFwleOdqd27vONgnj2Ee2N+V++9kjaD+xMDySy78MGaqGlD2l8maSmfrLUNhmWApAzP981oCe4C9OYe9ORt3k7Z8FEIIIYRYigTtqVyus4GPeLicHy4wXvJR1MnY83u6d6JInXXkEEZ/H+j5GUZd9wlv3oHp2UXnO1Mbul2bA3bMD9k+H8v7fL1i81LVpqwVxb4Bfu8Tf4Mn/vRF3LQeRLY0x76xe527eYcZewfQs3PoYOtn2eO5EkZf7/xuAGJVhRMr5nIs4lgGQ4Wlt7CDZLa+GsTcrwRLr6tPmY1ZeoMkwDcMTANMpahHNcZL9VXT7AcLDgMZG6Xm9SgAACAASURBVEeCewFcuHCh200QYsOkHwvRXRK0p8Iw7HYTxA63P++wP+/w+r0ih3pdJiudKVKnbAtzoK/tWCNo11G8aAY+9hRGLQ3wlepIOnYuXff+HbmAN+sm36jY3Dx9lpunzzbPOX3xVb73N+bXtc9evcX9f/nv6bPAO3Mc77kLXU0NN7IZ6FZxPNeFQH7HrIc/N4nTs6dj11NKkXVMjjjLD6JpramFMdPVkMpyM/bJxZKAXiUz9WZj1j4N9G/P1BmZWz2478tY7M0l20jKevvda3R0lKGhoW43Q4gNkX4sRHdJ0J6q1+vdboLYJc4PF3hztKVIXTmZdT/al8EyO/vBXAHRtVttx+IPHke/fR0ArRTW0UNrqjq/FqaCJ72IJ72Ie4HB16oWb9SW3jIuW5yDixfRQPX1i0yEBoc+dgFZMizWon7/TkeD9rVQSpGxTTKrZMdEcbK93WQlSNfYLx3gK5UUy7OUwjRJHttm7mPulwNMY+W0fIA9OZv+jE3WNlAS4O8oV69elWBH7HjSj4XoLgnahdgETwzliWLNW6MlPNtjouxzcybZc70ja90dG3OgD8NbnA5cJ8J+9BQ6ipKt4ny/Y0F7q+E0df7jeZ9Xaha3s0tXBm8Yfecmv/nMR3k6E/J+L6TPXLqgmBDbnWksv199qyjWlP2IqWqwbAE9IF1vnwb0qpGirzBVMntvGor6XMxY0V9TgJ9xTPZlbfKuiS1b4QkhhBA7ngTtQmwS01DNInVDeZeiHXK/HHRkazilFPYjJ5d8rn7tdZynHie4vL6t4h5UxoAL2ZD4qQPcP3wI6/adJc9TOmY2Nvhc2eFzZYfTTsjTXshZN6LDCQhCbAumoejxLHpWCe611tQjTbEWMldfZRmFAhOFaao00J9Pz2/M4NfCmLlqiGmwpt8zGcdkT9am4JiyDl8IIYTYhiRoT3neyrOEQjyo88MFamHMu+NlvHRP9+tTHZx1XyAzeKz9QByj43jT15Mbjs2+/+PHCa/dolKuc+/qHQY/+9llz7/iW1zxLTJK86QX8nQmYMiS2XeRWNSPdzGlFJ6l8PIO+1bZLlJrjR9pivWQ2VojwF99/b2h1KJZ/AcN8iFZj9+XpuvLbP7Kzp49u/pJQmxz0o+F6C4J2lOG7J0sNpFnzW8NN9zjMlcPmezQrPtChtsyEGAYxKMTaENhHT2MsjZWyX41yraxHzlJL5AxNKWWmP3kO28mFfAXvNeqVnytavO1qs0BK+IpL+S8F5KTf5IPtbZ+LJqUUriWwrUc9uZWDvAhSdGvhTHFerj8dnhtN2ik6ieBvZEG9kYj0FdJYF8LYyZKwboCfc826M/YFFwT13p4iu/l8/luN0GIDZN+LER3SdCeqlS22Z7SYlc6P1yg7EdcvV8hs0mz7uVbb1M4cR6jrxf76CF0GCaV5n0fZXWpenrqz83d5GsDR5iMlo7IR0KTkZLJH5YcHnGSAP7RXZQ+H43f35L7GHv6MXI7O+ht9GOxMaaR7HGfW6FqfqtYa/wwKbSXzOSvIftFtc/cNwP99KttRr8WYSjWtDa/wTIVA2mw79km1g6rZvnyyy/Ldllix5N+LER3SdAuxBbLOeays+7H+jOYHfpAau7fi7l/L8GlKx253noZe/oXHXt/cZQPntrHzcDglZrFmzWLcIkP7hrFO77FO76FpzRPuCFPZUIOW/HCifodQRkGcbVGNHafaGxzA3flWFhHD2GcWbrmgRArMZTCsxWebbA3Z6/pNbHW1MOYsh8zVw/Rem3LXIx0Bn8+db/lGC2DAArKftQ8bz0z9Jap6PMaAb+BbSipvi+EEGLHkaBdiC5ZOOt+v+xzY3rz1rpvNfPQgSWPKwXHnJhjjs+fy/u8Wbf4Zs3iVrD0TGBNK16u2bxcs+k3Ys57IU96IXt30Pp31ZNPAo14DenJGxBXa+i5GkTxpt5HiFZGy1Z5aw30AcJIU49iSn5EabUCfK1agvfGzH4joFeNtH61IOBPBwHWm5LfCPrzrknGMrBNCfqFEEJsPQnaU5YlfxVi67XOuh8ouBT9kMlSMut+uNd7oErOdmFgyePR7XvELVu/qd4ezCVmwztFKYX91OMEr74134bxScIbt5vfW67L00P7+EAm5H6oeLVm8WrNYi5e+n1PxwZfqDh8oeIwbEWc90KecCN6tvn2ccowUL2Fzb+RWyWemNz8+2yB5fqx2D0sU2GZSer+4CoF+FrFaTG+WhBR8iMq/joGqRQYtM/wG0Z6rGUAYLmgX6m1p/U3OD17uDNbI+ckAxt2WgxQiJ1kcHCw200Q4qEmkWrKdRfvdy3EVjk/XKAexrwzXibbb3K/HHB7tgasf9bd23e47XuVzWAeHGpfmhqERKNjsIlB+1Kqv/M/qC44Zp08RuFv/+/sdR0+mg/4s7mAa4HBazWLt2oWwTIfkO+FJvdKJn9YguN2xBNeyONuSFYK2O0KC/uxEA1Go9q+ZdCXWfvMPiTV98NYUw81lTToX2s6f4NqWatvoFCtqf3NL9IvhdF7gHtz9XSwIAn8jXUG/pBuIeha5Jwk1d+1jCS7QGb+xRY4ffp0t5sgxENNgvZUtbowlBBia7ktFeYH8w55x+R+JZl135O11/zhtHznMrlDZ5rfW0cPYQ7tb36v63X8i5c73v4HFb53g+DSFZwnzwHJB9qTTsxJx+d7Cz5v101er1lc9U30Mh90rwcm1wOT/150OOVEPO5GPOaGeBLA71gL+7EQnaCUwjYVtgl512T/6i9po7Um0hBEMbUwpuxH1IKVZ/r7i7eYLhxZ2JBmwN1M7Vctaf4twb9KZ/1Vy9r+5Nj60/1b5RyTnGuStZNq/pIBIFby6quv8tRTT3W7GUI8tCRoT8WxrAEV28P54QJRrHlrtETGNpiqhkxWAyYrAScGMqvOqsT+4gEo5a499bSTrCMH29LjlxMXS0sedxQ86UU86UWUYnijZvF6zeJuuPT69xjFZd/ism/x6aLDaSficS/kUSeSAH6HWaofC9FtSiksBZaRpLr3r2EwtThbX5QxFWvdXNNfDWIqQUQUP8AyH9WY7VfzM/vLDACo5ux/kuJfC2OmqsGGMwBa5V2zuQzAMRWOaaTtkcGAna5cLne7CUI81CRoF2IbMg3F+eEClycqGEpRcE0mSgHXpqqA4uSejW/dpoOQeGZu4Y1RuSzK6EyE633Xh9HVGsHla6DnB8bi+9Po8vq2Wcwb8G3ZkG/LhkyGitfrFm/ULO4vs31c1FKB3kRz2ok450aclRl4IUSXGUrhWArHMihsYHVe68x/ss4/physP+W/acEggFqQBWA0BwGSwL/1OaWgFsZMVoLmsgFjg9kADZ5tkLWTrADHSgYDLMkMEEI8RCRoT8kosNiOzuxLZmdev1fkYK/DXC1iKk2ZP9zn4ZiLo09lrvLPWgFKYfQU0NVa21O67mOEEaq/tyPtV5ZF9oe/Z9Hx8n/4LeovvvzA191jaT5iBXwkFzASGLxRN3mjZjG7TAG71gDeSFPoH0tT6GUN/Pa0aj8WYofYzL7cPvMPvd7GrhdrTRxDEKeDAGFM9UGzABa002iZ9TdIi/otMxgwny2QfF8NImZUmAwOQMcyAxocyyBrG2TSpQKOqZqDAp0YdNgNHKc7GXtCiIR8Kkplszt/iy2xe50fLjBdDbg1nVQgnqz43J5ZulBd/ui5Fa+lHAf7+GH04N6243G1RnjrLjra3G3JllL5zd+n+jt/OH/AtnGfPU/mBz++6qz/ATvmgB3zfC7gTmjwRs3irbpJcZkAfmEK/TE75pwbctaN6N3mVegfJqv1YyF2ip3Ulw2lMEywzHQQoAPX1FoTawhjTRBp/LQeQDWIaa+Q+gDagvylg36YXyagVhgUmKup5kBA87kH2C1gJbZpkLENPNvAMw0cK8kYsAy17ZcRPPvss91ughAPNQnaU77vd7sJQqyoP2PTn7HTQnUuBTfifjmZdc/YJsM9SY5lfWoUd2BoxWuZg/sWHQvvjcKtu5vS9lX5AdoP2g7VPvMlrFPHmwXqVqMUHLZjDts+H8/DzcDgrbrFxRUCeI2aL2JXgkNWxKNuxDk3ZN8O2gd+N1pLPxZiJ3jY+3Ijxd40FK4FsHRNkgfRWB4QxcmuAH4UUw+TQYGNZgc0tQTySw0MtA0EoFAtuwoYjdc3nlMRxfr84MH8wEFnlhEsZBiKjJUMEjhmsuOAZahm0cH1DBTcvHmTo0ePdryNQoi1kaA9FQTB6icJsQ2cHy4Qa82bIyUO9RnMViOmq0nwfrQvgz8ztu0/IKq+tc3fRKMTD3Z9BcecmGOOz/ekAfzFNIBfbg94gDuhyZ3Q5LNlh71mzNl0Bv6QFSNLJ7fWTujHQqyF9OXNM788QOECuQ4OCDQ0lgyEafHAII7xw6SIYBB1uIhxc+mAWpQpkD7dNmiAWpAdkJzedqziq/nXJqkJ85kG68giKN6+zYw9sObzLUO1DRbYaWFC05gfxJGlB0KsnQTtQuxAhkoK1d2drWPgk3dMJqs+N2eq697CaKF4dm7VInFGTwFjA+veve/4NoKLl4mu33rga6xVawD/8TzcCQ0u1k0u1iymVwjg70cGX644fLkCOaV5xA151I045UQ48jlDCCEeCs0lA6j0U3PnBwYalhogaCwpqIebtMtRW40BlZa9SWsHtGQT5IDxkr9osIDW86Ati6C03IABNDMYNpttGriWSmsVJFsbWi01C0y1/ZcmCAEStAuxox3sdTnY6/L6vSJDeZeyExHPwnuTFSzD4Gj/2qsSKcfB6O3ByOdWPjEIiSYmNxS0Gz15ev/+3ySuVKFlu8Xqf/sT6p//6gNfdzXzKfQxH8sHjIaKizWLt+sWY8tUoQcoa8U3azbfrNlYaE44EY84EY+4EX2yDl4IIUQHbOUAQUNjoCDSmijWBOlSg8aOBI1sghxQrIedb8AqgwYwP3CgaDm+YOBgqUyD5HjUnNFvvcZ8JkPnaxesxjIVrpkOIljJcgXLUNjpFokymCCWIkF7KpPZ+BZaQnRL697u4cFTDMQOM2nK/HCPS8Ze/T9+c+8ARi6Ljpcfzdd1n+Dd99hw8aCUkW3/d6fs9j2P9SbXmhiyNEP5gOfyAZOh4pJvcqlucTNY/u8rbClk999KMGRFnEmD+MO2pNF3Svbg6W43QYiOkL4strO2gYIVRPnTnHQ7W7S5UaRQ6/lBg7AxaNAycPDAWxiuR2PZQePPaj64h/mBBWgvctg2iED7AEAjA6H5mtYBhpaBBJjPRFg0WLGFgwmtrHQ5g2MmgwmttRCaX2p+u0dZ6rD5JGgXYpdo7O1+cyzEiiwKrslkJeDeXB2AEwOZVUdsVcZb8b8HbW3tr4zaf/8smec/jPI2sJHxGu2xNBeskAvZkHIM79Qt3qmbXPVNghX+VkZDk9HQ5EsVyCjNKScJ4s+4ITnZTk4IIYRYUqNIIaw+aLDZGgMIcfrYNogQtWcgbKnWQQNoZhg0MhKARQMKiwYOGq+j/bm27IT0sXVgofUerVkKbcsc6O7gQiulVDrIoLANo7kMovFlGgqdDhLtRBK0p6rVarebIERH3L5ykQsXLqRV5h16PYv75YBrU0kfX7hF3LayxPZuweX3cN732JY2I2fA05mQpzMhgYZrvsmlusm7/vKV6AGqWvFm3eLNugVFl4NWxGkn4owUs1u3yt0rFE6c73YzhNgw6ctiN9jt/bi5y8E2CD5baa3RMD+g0LKUIdLtAwphvEVZCctpLGuA5ijAagMMMJ+10PhzOkyQPL+g9kFrTYTWx7aBiJYJqoWDDSqMqUUUOvzOt4QE7ULsUueHk99Jr98rcqjXpeiHTJbDRVvEPQgdhETjkxj7Bjq63so6cwL+6PPt96rWOnb9B2EreMRN1q9rDSOhwTu+ybt1k7vhyssO7obJOV+ogJfOwjdm4ntkLbwQQgghVtC+vl9tRZmDB9IYXNAt2QrNrIXGAEM8n70QRJq4CwMMB8KYWO/M+HdHNloIsXbnhwtUg4jLExVyjtm2RdyBHpfsGta7N5kmyjQxhweJJ6agJw8dTF13Hn8kGRbdprlLSsGwHTNsx3wkF1CMFJf9ZAb+qm/i6+UHMGpa8Vbd4q168mt3nxlzOg3ij0lFeiGEEELsUI3BBbZhtkIrf1yxCeUUt4QE7Sl7QQEsIXaqw4cPLzqWsU3ODxe4NV3DIKDgmkxVAkaKddBwfCCzpiIiyjKxn3iU4OK7xJMzmxJcO8+cx3/ptY5fdzMUTN1Mo490sh/8Zd/kct1ifIVq9AATkcFE1eCrVRsTzRE7CeJPOxGDkkqP0zfY7SYI0RHSl8VuIP1YiO6SoD3lOE63myBERxw9enTZ5470exzp93j9XpH9eYfeyGKyHHB9HevdjYyHkd26dfG1P/oC/te/ueCowjx2iMzHn0PZ2+PXmKnghBNzwkm2k5uJFFd8kyu+yXu+SX2FWfgIxfXA5Hpg8plysi/8CSfipBNxwokYeAhT6d2BoW43QYiOkL4sdgPpx0J01/b4tLsNVCqVbjdBiI546aWXePbZZ1c8p3W9+3CPS9mPmEpT5mF7FauL7o4S3R1ddDy4+C5EMdkf/O4utGp1fabmmUzIM+ks/O3A4EqaRr/aWvhya0E7oM+ImwH8CTum8BAE8aWbF8kfPdftZgixYdKXxW4g/ViI7pKgPdXVaotCdJC/jr3NW/d3zzoGxXrEVCUpVmcZBkf7vRVfH88VMTMrn7Neah2z+OF7Nzp6781iKjjmxBxzYj5KQDmG99IA/qpvMrdCRXqAmdjglZrBK7VkGc8+M+aEE3HcTtbD53fh1nI62qmrzoRoJ31Z7AbSj4Xoro4F7UqpQ8A/BT4G7AFGgN8DPqW1nl7D678D+Pxq5wFHtNa3W163UrT9Da31t6zhmkI8tBr7uxfrIdcmq+TdpFjdTDrz3uvZ7M0tqPlgmRh7+ohHJ9B7BlBW58qZuheeof71V6BWX/3keGcOtuUMeJ8X8T4vqUg/FSneC5I0+mu+SXWFVHqYXw//jWryc9lvxhx3Io7piMOYDGzFmxBCCCGEEFuiI0G7Uuok8FVgP/Bp4B3gWeBvAR9TSn1Iaz25ymVuAJ9a5rkngB8E3moN2FvcBH59ieN3Vm18ylhif2ghdqJcLvdAryu4FueHC9ydTYrV9XomU9WQ2VrIbC1gMO+Sd5Pg3Dp6iHiuSDw+2fFidNaRg/T9/N8nunkXHcdtz0X3Rqn+9h909H7dphTssTR7rJBnMyFxuq3c1TSAvxUYBKtUYh2PDMarBt/AhkwP++5oTkbjnBjIcGIgQ6+385KqDCfT7SYI0RHSl8VuIP1YiO7q1Ce5XyIJ2H9Sa/2LjYNKqX8B/B3g54C/vtIFtNY3gJ9d6jml1G+kf/zVZV5+Q2u95GvXKpORX0Zid3jqqac29PqDvR4Hez0ujpbYm7Xp9SymKwFj5TpjJTjc6+G4DmoTd1wwclmMx04vOh64u79gpKHgoB1z0I75cC4g1HArMLjmm1wLTO4EBvEqQfxEoJi4NcfXb80BsCdrc2LA4/hAhuP9HnuyNmoNuwV0U+7QmW43QYiOkL4sdgPpx0J014aD9nSW/XmSmfL/Z8HT/wT4q8AnlFJ/V2tdfoDr7wV+AKgC/2FjrV1evb6GVFwhdoArV65w+vTigHe9zg3lAZqV5vsim+mqz+3ZGgAHt0EdiOj+JOXf/P01nasMhXXyGPZTj2/7gLWV1VKVHgLqMdwMTK4HBtd9k3vh6kH8ZCVgshLw8p0iAD2uybH+RhCfYajgYG6zPeZqE7fx9i3evlCInUb6stgNpB8L0V2dmGn/zvTxM1rrtlxWrXVRKfUVkqD+W4AXHuD6fxlwgf+gtZ5Z5pw+pdT/BgwBs8ArWuuvr+cmYSgFNsTuMDY21pGgvaG10vxg3qUvEzf3eDfKPvtKZcz+3o7dbz30bJH6Cy+u/QV/8mWyn/ghvD/zwc1r1CZzDTjjRpxxIyCg1hrE1xT3Igu9yqDEXD3ijdEyb4wm46iuqTjS73GsP8OxvmRbQM/q7pKhoDglHxDFriB9WewG0o+F6K5OBO2PpI+Xl3n+CknQfoYHC9o/mT7+8grnnAf+39YDSqnXgU9ord9cy01u377NT//0Ty/53Oc/v5b6eELsbq3B+4GCS6ngMdffy8StMeLY5MBAbtNnsJWz8ZT84I13dnTQvpBnwCNuxCNuRGxUqU5MMXLsNLfyA7w3VeXOTI1olaSIeqS5cr/KlftVIEnRH8w7SRDf73G032MgY+2oDAUhhBBCiN2iE0F7Y4ptdpnnG8f71nthpdSHSQYF3tJaf3WZ0/4F8F9JBg1qwKPA3wN+GPicUupJrfXdtdyvVCo1/9xY416tVnnxxWQm7/Dhwxw9epSXXnqpua1WLpfjqaee4sqVK4yNjTVf/8wzz1Aqlbh06VLz2KlTpxgaGmpeD6C/v59z585x8eJFpqfni+xfuHCB0dFRrl692jx29uxZ8vk8L7/8cvPY4OAgp0+f5tVXX6VcTmbNHMfh2Wef5ebNm9y+PV+378knnwTgtddeax6T97T73hPA5OTkpr8na3+BPeF+6qd6UTmXAIhCjTcLUVYRt5SJsNLfAmHLhLxRBasKfh+QTuqqEOw5CLMQt+wkZ0+DtiB63wGMI0PEtxbv275WsRHiD4BVTO4X9Le0qQZWBYKe5H7JC8CZgTDDprynsDB/zCyDWQe/pfy78sEuQZAH3bKk35mCyIWope6gERs4luJIf4UjVLgwCJzoZ9zayzs37nCrqLldNQhWqU4faxgp+owUfb52K3mjOUtzyIs4lIk5XLA4ffoU8dRdguJU83W5I48R1ytUx240j7l7D+H07KF47fX595ntITt0nMrodaLKXPN44cR5/LlJ6veTGqLFa6+TGTyG4WYp33p7/u+uMIC37zDlO5eJ/WSgQZkW+aPnqE+N4s/M/3vIHkyyTip3r8z/3fUN4g4MUbp5sbmNkeFkyB06Q23i9qa+J0De00P2noBmG3bLe9qNPyd5Tyu/p4bd9J52489J3tPK78nzPJof0HYYtdH9yZVSv0IyG/5JrfW/XeL5nwN+BvgZrfXPr/Pa/xn4URYUuFvja38b+CHgF7TWf2elc1944YVXPM97/2OPPbaeWwixLdXrdVzX3ZJ7Tb/6Npe+/DrmgUF806JYj/CjZJXMgYKzKTOzcaVK8Prb6NLaSmREI+PUX3yp+b39+CMUfvKvdLxd20FcqRJPTOI8dgb77NJLJKJYc2+uzvXpGtenqtyYrlHyo3Xfy1BwoOBypM/laL/HkV6PvbnOFbiLwwDD2rxih0JsFenLYjeQfix2A3/8JrW6f/37PvbciW63Zb06MdPemElfblFr4/hy69GXpJQaIAm6q8B/fIB2/Zv09d++lpPjBVtLCbFTlUqlLQvaDeBQr4vT73GrEuNaBrUgpuhHjBSTjIBOB+9GNoP7rU+v+Xz/zUttQfvDzjQUh/s8Dvd5fPvxPrTW3K8E3JyucX26xs3pGmMlf9XrxBruztW5O1fna2mV+oxtcLjX40ify5E+j8O9Lnn3wf6biesVDKs7tRKE6CTpy2I3kH4sRHd1Imh/N31cbi+IxnTPcmvel9MoQPfvVyhAt5KJ9HFNm1bXarUHuIUQ28+lS5e4cOHClt5TV6ocsSxirblVrLHXtqk7NqVNDN5FZyil2Jdz2Jdz+MChHgAqQcTN6Ro3Z2rcmK5xe6aGv9rCeKAaxFy+X+Hy/UrzWH/G4kifx6HeJJA/2OPirqHIXXXsBoUT5x/8jQmxTUhfFruB9GMhuqsTQXujStvzSimjtYK8UqoAfAioAOuq5s58AbpfecB2fUv6eO0BXy+EWI1SmPkcUbnaPHTIgGB2jvE9+/FyNvUwplSfD96H8g7GNtteTLTL2iZn9+c4uz8Z84xizWjJ5+Z0jVszyWz8/UqwpmtNV0OmqyVeH0lqhihgf97hUK/L4V6XQ70ewz0Otrkz15gJIYQQQmy2DQftWuv3lFKfIakQ/xNA69rzT5HMdP9y6x7tSqlH09e+s9Q1lVJ/BjjLygXoUEq9D7iktQ6WOP5z6bf/ad1vSgixJpkjwxieCy21MfypWeKrNzje66Jch+tTVVzLwI80xVrIaJp6vT/vYHUheI/nSvivXdzy+xp7+jEPHdiR2QamoTjY43Kwx+XbjibpkWU/SgL4mWQm/tZMnVq4+jIjDYyVfMZKPq/cTfaNNxQMFRwO9rgc7vU42OtSkBVLQgghhBBAZ2baAf4G8FXgXymlngMuAR8k2cP9MvAPFpzfKGu93KfXv5o+rjbL/lPA9yqlvgzcBuok1eM/BpjArwK/sZY3sFVrgIXYbKdOndqyezkDvTgD7WvcZl+drzhqKMXJPVlA895klT05Gz/SlOoh42nwvidrryldulOiW3cp/dK/37L7tXKfu0DuR76vK/futJzTPhsfa839csCtmWQ2/vZsnZG5+qrbzSWvhXtzPvfmfF6+0wjkcwyO3OJQbzJYcLDXZbjg4nR5/3gh1svde6jbTRBiw6QfC9FdHQna09n2DwD/lCRg/jgwAvxL4FNa6+mVXt9KKdVPsl3bWgrQ/R7QA7wP+AjgAZPAHwK/qrX+/bXe17I6NX4hRHcNDQ11uwlLaATv8N5khYGsTRAnwftkmmbd61nkHLPztza2T5BX/+LXyf7Qx1G78PeNoRT78w778/Nr44MoZqToJ0H8TJ07szXGy2tLq2/ddu5lkkBeAfvydnPWfzh9zG5GvxGiQ5yePd1ughAbJv1YiO7q2CdHrfVt4MfWeO6y+aFpgJ9Z7vkF5/4eSeC+YY29s4XY6V588cUtL0S3Hq3Be3/GpuBqSn7EbC1kthbiWQYD2c5tK2MdOQi2DcHagsVNFYYQhLALg/al2KbBkT6PI33zG9TXgpg724TcHwAAIABJREFUczXuzNaTQH6uxlQlXNP1NDBeChgvBbx6r9Q83udZaQDvcCAN5Psz1o5ciiB2n+K116WAl9jxpB8L0V0PxydHIcSWK1+9ieEkwbfh2GSODKNaZr1bg/c+z6LgmJT9iIofcW+uDsBwz8aXrRiFPIWf+iT1L30DXa6s/oIOC956F2RLySbPNji1J8up9OcPyfr4u7N17swls/F3Z+tMVdcWyAPM1EJmaiFvj88PvnqWwYGCw3A6I3+g4DBUkIJ3QgghhNh5JGgXQnSUmcuSPXYIHc8vZq7euktc9zEz3qLzW4P3Hs+i4JqU/JhyB4N3++Qx7JPHNnSNBzX1k/8IavWu3HunyDkmZ/ZlObNvPpAfv/I6M/2nuTub7AV/d7a+5or1ALUw5nq693yDAvblbA6kQfyBgsuBHoc+T2blhRBCCLF9SdCeMk1ZEyl2h/7+/q7eP3/mGJkjB5rfz73xLsvXnJzXCN5HS3WUisi7BtUg2S6uEbzLXu8Pj3yhh/17s5zZOx/I14KYe8U69+bq3JlNHsdKPvEait1Bml5fDhgvB7w+Mn/cswyGCk46G+82/5yx5f8FsXFmtqfbTRBiw6QfC9FdErSnPG/xDKAQO9G5c+e63QRMb35mvJEiv1ZDeRfyUPJDxoo+WdukFiQz74293re64rzYetmh44uOebbBiYEMJwbmy56EkWa0VE+rzyeB/EjRX9P2cw21MObGdI0bLbPyAL2eyWB+PrV+qJAU2nMkxV6sw1J9WYidRvqxEN0lQXuqVqutfpIQO8DFixe3ReC+UXnHIr/HIoxjbk7X8Oxkr/eyP19xvtNF68T2URm9vqYPiZapONTrcah3fuA11pqZatgWxN8r1tdc8K5hthYxW6tw+f58LQQF9GcthvLJjPxg3mGw4LA/Z8t6ebGktfZlIbYz6cdCdJcE7akoirrdBCE6Ynp6zTssbim91hzmBSzDaFv37qQV58t+RLXDRevE9hFV5h74tYZSDGRtBrI2jw/lm8drQdyclR8tJsH86Dpn5TUwVQmZqrQXvlMkGSCDaSC/P+8wmLfZn3Nkb/mH3Eb6shDbhfRjIbpLgnYhxObSGsN1qI2Mkz91dEOXag3eez2LHtekEsSUWoL3obyDYci6d7GYZxsc689wrH8+vV5rzUwtZGTOZ6RYZzQN5MfLa18rD0kwf78ScL8ScHGsPZjvy1gtgbzDvpzNYN6R/eWFEEIIsSYStAshNpU90Iezr5/qnbGOXbMRvE9VA1QlIOsY1INk9n20lKx773FN8q78ihMrU0rRn7Hpz9g8NphrHg9jzUTJZ7TkM1ZMHkeKdaYrIevJGdHAdDVkuhryzkT7loN5x2R/3mZfLg3m05n5voyFIQUXhRBCCJGST7SpXC63+klC7AAXLlzodhPaOHv74OrmXHsgYzOQsQmjmJszybr3IE6C92I9Yq6eLHuR1Pmdp3DifFfvbxkq2RpuQd/xo5jxUjIbP1ryGU8fp9exr3xDyY8oTUVcm2qvqWIbir25JJhvBPX70u89W1Ltd5pu92UhOkH6sRDdJUF7KgzX/4FLiO1odHSUoaGhbjdjS1lm+7r3Ps+iN93vvRJI6vxO5M9N4vTs6XYzFnFMY1HhOwA/jBkr+c2v8ZLPWClgqhKsa2YeIIg1I0W/uVtCqx7XbAb0jUB+b85mT9bGlL69LW3XvizEekg/FqK7JGhP1ev1bjdBiI64evXqQxe0t1pqv/eFqfMZ26Q/I7/+trP6/Ts76gOiYxkc7vM43NcezAdRzEQ5SIP4+WD+fsUnWnv9u6a5NINk4ey8oZLMk7259CtrszcN7CXdvrt2Wl8WYinSj4XoLvnUKoTYEnGtTvXu4nXtdk8eq9D55SmN/d5bU+fDuKXqfCCp82Lz2abBcI+7qJ/FWjNZCZgoBYyXk2B+vBQwUfapBOuP5mM9XwiPifbnTCOpbN8I5Of/LAG9EEIIsRNI0C6E2FSGZWHYNt7BwcVPRjG1kQnymxC0NyxMnW9Una+GMWU/bqbO93mWVPMWW8ZQKk1xd3iM+f6vtabsx0yUkwr2E2kgP1EOmKwE66po3xDFMF4KGC8FQHsxPFPBQBrE70nT7BtfAxkby5SAXgghhOg2CdpTnuetfpIQO8DZs2e73YQ2huvQe/5Rolr7EpS4HlC5dgt/cuv2lW8E73O1kImyT9Y28aNk9n2mFjJTS2pbyOx792UGj3W7CV2hlCLvmuTdDMcHMm3PRbFmqhIwUZ4P5O+nf24UXVyvSJNeb/EMvQJ6PWtBMG8xkEkC/Kwtg1xr8bD2ZbG7SD8WorskaE8ZhlTkFbtDPp/vdhMWsXsL2L2FtmNx3ady7VZX2tPjWfR41v/f3r2HS3bXdb5/f9eq67507933Jt3pJKQjIUASJa1Co2COHHRUHETPeDuAA47joIgO45EZFXgOA95BDj6AoAziOCpzBjwOo2jAS4iSqEmE0CGddLrTCenu9O7LvtR9rd/5Y/3qsmvv2ru6d+29atf+vJ5nPatqXap+tftb1eu7fjfA8dhMmVwxw1QhmfO9c+C66WKGohKTVAT5sbSLMHTCwNg9kWP3RA5Y3Dql2ohbCfz5UpLMn19I+s4v1K6i8zzJdHXNm1mPzZSX7C9mAnY0E/mxbLIUk+dTxSwZDYwHKJZlNCiORdKlpN0rlUqrHySyCdx3331DN+3b8LJW7fszCzXMGozn2rXvzfm1QbXvG23hiS9riqErkM8EXLM9zzXbl8ZpuR75BL7esa4xU6pfdUIPUG7EPDVb5anZpQO5Nmvpd/ia+SSpbz+ezIdbpi+9YllGgeJYJF1K2kVEoNW/2OE4saT2vd33fTIfMpnXT6dsHsVsyMGpcMnI9pAk9DOlpL/8ed9vvrlcrlxdk3tYXEt/gsqS/WEA04Us08Wkln66mCT002MZpotbK6kXERFZja48RSRVcb1BY2FpS5ewkMfCjW+abivUvpdqEfPViDnff3j/ZA67wsTi4pt+AdY5GcncdAO7/+C31vU9ZDQUsyEHtodL5p2HZLq6C6XGokR+ppTMPX+h3KBxNaPieVHcMdr9Mk3vm0n9VDHDdDFJ5DvX2wsZzUsvIiJbhpJ2L5PRn0JGw969y4zSPozMIAjIjBepnZtZsjtuREwcvm7jy9WhWfve2fd9eyEZeb5Ui3l6Lpn3PRMYeyZy/b+wu/pkpy9rSKaGRXZyR9pF2PKyYcDeyRx7J5fGduwcs5WIC+WORL7U4EI5eXy1A+M1LUrql2EkY1NMFzNMNdetxD7DVCFLITscY9UolmUUKI5F0qVM1cvn1V9VRsPhw4fTLkJfglyW4sH95HZsX7TdRTGN2Xnmjp1IqWTLsWVHnm/ESe175+B1O8ey5DPtZCHctYPoyadTKfVmVth9MO0iyAoCM6aKGaaKGW7oGuUeklr6i+VGq1Z+plTnYrmd2JevYi76Tg64XGlw2c/4sJxCJmCqkGmVc7qQYbtP7Kf8YJQbMVieYllGgeJYJF1K2r1yeWnzPJHN6P777+f2229Puxh9Gb/+wJJtLoq4cM/9KZSmP+2R55N537cVMkwWQqp1R6mR9A9u2j+ZY+z7v5uF3/1D4vMX0iryprTw5COMH7gp7WLIVcqGAXsmcj1boFTqMRfK9VZif7GcJPcX/ba1JvUAlUbMmfkaZ+Zry+43YCIfMlVImttP+WS++Xh7IcO2/Nqb4SuWZRQojkXSpaTdi+O1XyCIDIOFhYW0i7BlNGvf61HME5cqFLIBccFR9oPXPT1Xg73PIvPWn2b32Pr/3MalMvEzM+Seu/kvrOKabqSOskI24FnZfM9ZGSr1uJXAt9ftx/O1tTW/h6S2fs6PUXH68tIR8KHZDD9sJfDNZL659FNjr1iWUaA4FkmXknYRkTXKhkErgT83XyPwg9fVY0e5FiUJ/HxSAz9VzDC2TnO/WxC0FpHNrJAN2J/Ns79HUl+PYi5VkkT+Ukcyf6mSPL9UqRMN4F580gw/8iPpL5/YA4znQrYXQrbnfQ19K7EPyVSNsB5RzARXPHCliIgIKGlv0X+kMipyuSsYEE0GrrNJ8GMzJbKFDJMFR63hKNVjLvskA2DvRE4jYPdgof57kt6yYdAxUORSsXPM16IkgfdJ/eVKZ1LfYL4aMaghGxdqEQu1iK+yXFP8MXj8cbKB+YQ+ZFu+ndhvy4dJt5t8kuRnQ910k+Gj32SRdOkb6I2NjaVdBJGBOHLkSNpFGAjnYqJKlbCweQeJbNa+R3HMyYsV8pkA50efL9diznb0tb2a6eNG2cShW9IugmxigVmSGOczXDu1/DGN2DHrE/nLzVp6n9Q3E/yFATTDb6rHbsUR8ZuKmcAn8SGThQzbO5L6ydZjJfeysfSbLJIuJe1erbb8QDUim82pU6c4dOhQ2sW4emYQGNnp7VSeOsv4s69Nu0RrFgbt5vNz1Qbn5pPR56PYJQl8vT19HNCzn+9WUr1whvyOfWkXQ0ZYJjB2jGXZMZbteUw9ipmtRkkS75P57mVugDX2QPKbMF/j7PzKxxUzAZO+1n4yHy5K6jufF9QsXwZAv8ki6VLS7tXrK9/5FtksTp8+vamTdgsCxg5dQ1xrUDr5VNrFGbjJfIbJfPLT+9XZCmFgTOSS6ePK9aT/e3P6uGxg7L6S+d9HSO3SWV0gSuqyYcDOsYCdKyT2UeyYqzZ833efzFcbzPrHl+ZKzEXJGBeDlCT3MefmV75+yQS2KIlPlsWJ/UQ+ZDKXIRMquZfl6TdZJF1K2kVk6OR2TsPxU2kXY909a1uh9fixmZK/kIZalCTw5Y4EfiwbMlXUT7bIsAkDY6qYZaq4fGI/d+JBJq5/AeVG7BP5iNlWUt9+PFtNau0HnNvTiF1r9P3VFLNBktTn2gn+RD7DZM4n9j7hH8+FGzLHvYiIJHQFKCIyBJrN58Hx2EyZXJhhmx/ArtyIqdQivlpP+tdO5pK+riKyOZgZY9mQsWzIvsnexzUH0Jv1ze6TZD5qJfWz1Yi5dUruAcr1pLvOOVZvfdiZ4E/kQyZyPsnPhYx3JP4TuZBcRv3vRUTWQld9XrFYTLsIIgNx2223pV0EWRNrJfCxczx+odwawK5aTxL4hVrEnB8ga5uvCRs1Y9ccTrsIIgNxJbHcOYDeSmLnWKhFSRJfaSfzzQR/riO5H3Sz/KYrSfCzobVq6ydyIRMdiX4zyW89zoWaVWMI6TdZJF2jd6UnIjIiAmsn8I0o5tSlCoVsgCu2E/j5anLhDjAZR+j2o8joC8za42OsMHClc45qw/mm981kvp3gdyb3C7XBDqjXqR45LpQbXOijiT4ktfidSfyET/jHO7aNK8kXkS1ESbtXLpfTLoLIQDzwwAMcPXo07WIMRFyr9RyMzrIZCvt3Y8HWaHaZCdsj0NeimNPLJPALsxXmF2rElytMleorjoo97EpPHWfyhlvTLobImqUZy2ZGIWsUsjn2rDKoZbP2vjORbzbVn/fb56tJK5/SOib40K7Ff2ahv0GCi5kgSeSbzfOzIeO5YElyP+Yf50LTiPpXSL/JIulS0i4iQ8cyIUE2ZOzQNT2PqZ49T1SukBkf63nMqMr1SOBjl6Uyn6WaDZmtNLhYTi54J/OZVS/YRWRrW1R7z8rTTkaxY6Huk/hqxHytwbxP8pvJ/nzH9mg9M3z8SPqNmPOl/pL8TGCM5wLGsu1a+/FcyHi2nei39yXbsuHWuEEsIsNJSbuIDJ0gm2Hq655PVK4su3/u2GPUZi6yrlU9m0RnAl/OOZ54xpgYy5LZUaBcT/q/L9QiHpsptY4/OFVY6SVFRFYUBv31vYekiX6lEXcl8+3HC7VG63nyexWve/kbsfNT9EV9n5MNjLFmEp8N/eOQMZ/oJwMNBq0a/bFsQCETqEZfRAZCSbuXzW7eZqQinQ4ePJh2EQYiLOYJi8vX9mSnVhh+eQvLBgEHpops3z1Occ8Ex84tMJYN2TXuqNRjFmoxC/V2Ag+do9YPl9zU3rSLIDIQWz2WzYxiNqSYDdnTx/FR7CjVmwl9tCihbyb8Cx3byvV4Q+7f1mPH5UqDy8vfS15WYLSS+bFW7X1AMZvU6je3jfla/7Fsss4OYfP9rR7HImlT0u7lcmo6KqPh0KFDaRdBhkAuE3Drs5KbG1Hs+NKZeYrZkF1kqTSS5L1UW5zAX7+jSDAkF4r5HfvSLoLIQCiWr0wYdDbTX13sHCVfQ9+urY8WPV6ot2vxF2oRjXUaUX9p2WjddKDP/vkAYQDj/kZHO+EPej/PhhTXuWZfcSySLiXtXqlUWv0gkU3g3nvv5ciRI2kXQ4ZIGFgrgXfO8c9Pz1PIBOwsZqlHybzQpVrE4xfLrS4H12wrUMim14dz/tRDTBy6JbX3FxkUxfL6CsyYyGeYyEO/dcHVRrvrUJLUx5R8cl3qSPJLvotRqbb+/fI7RTHJ9H3V/pvvQ1KzX8wGFDNJEj+WCylm2utiM8H3NfvJtiTxX612X3Eski4l7Z5z6hwro6FWq6VdBBliZu0EHuDBr84xXcwwXczQ8M1SF2oRT81Vwf8ubi9k2DW+sa2RXNTf1FAiw06xPHzymYB8Juh7ho3m1HnNFkpJUh9T7qjBL7US/fbz+kZm+iQ1+0lrgisfFyAMaCX7xY7a+6JfB5dhKpht7e88Np8JhqaVlsioUtIuIptWVKliYdj38cmo9PrZ69SZwJ++VOFCqc62fIbYOcr1uNW083Kl3Rrphh3FoetvKSKyXtpT5wXsvIKpNOtRTMnX4pe6Ev1So7m9vS7XkxsC0fqPxbdEFHc05V9WHp45t+weAwqZgEIzoc+2a/aL2ZCCf1zIJDcDCtmAYvP4TEguY0r6RVYxsKtXMzsAvAN4BbATeBr4JPB259zFPs5/KfC5Pt7qWufc6a5znwu8DXgpsA04Bfw34N3Oub4mYA+2yFzPMvrGx8fTLsKGCHJZGpdmaVya7fucuNFg/NmHlLj3cHCq0BpZfq7a4MRMmfFciMPXMvkLzxMX2j+rB7cXyGUG//sZ5IoDf02RNCiWt65sGLA9DNhe6P//HOcc9ci3evKJfMnX3JfqybrsE/1yvb29XI+obXDNfqvMtKfdu9jXVfdiBhR8Ut+sxe98Xsi0k//WzYFF65BMoKRfRttArlzN7NnAPcAe4FPAw8AR4E3AK8zsxc65mVVe5iTw9h77ng+8CvjSMgn71wOfBbLAJ4DTwLcAvwDcaWZ3Oueqq32GYlH/qcpouP3229Muwror7N2Fa0St5tv9aCyUWXjsCVy9DkraVzWZzywZyK6QCdhJtn1BWYs4PdtuRj+eC9k3ufL8zv0aP3DTQF5HJG2KZbkSZkYuY+QyAVNXeGnaiBzlRjvJL9cXryuNmFItTo7xiX65HlOuxxs2ON9yHLTKcTVJP0AmsEVJfqGjJr/Quc1v73ye98l/Jhi+UftFmgZ15fpbJAn7Tzrn3tfcaGa/DrwZeCfwYyu9gHPuJElt+RJm9gf+4W93bQ+B3wXGgFc65/7Ebw+APwK+x7//u1f7ANXqqnm9yKZw/PhxDh8+nHYx1lVu1zS5XdNXdM7lBx9ep9KMvs6B7AAeeaZENjS2F9rN6JuDNnWORn/ddJHwKms/Ks+cprB7NKYvlK1NsSwbJRMak2GGK7136pzzY5r4mv16TKUz0a/HzM9eppYZo1yPqTQWH5NWDX+nRuxWad6/utCSGv98Jkn28xmjkAkXJfr5TFfC37EuZgPyYUAmVOIvg7fmpN3Xsr+cpKb8/V27fxH4UeCHzexnnHMLV/H6u4B/CZSBj3Xt/mbgZuBvmgk7gHMuNrP/QJK0/5iZ/ZJbZaS5RkMDxchoOHv27Mgn7ZKum3a353bvbEYPUI2SmpxSLeLkpfZo9NsKGXZfwWB29bkLSnRkJCiWZdiZWXIjdoWm/HMnTjN5w/XL7otiR6UR+9pyX3vfiKjUkybzzVr0SqO5L0n4y/6mwDAk/QDRooH8rj4vyATWSviT9eLkvjPhz2eSRL/zpkA+TB6rr790GkRN+8v8+jPOuUVDZzjn5szs8yRJ/TcAd13F678GyAMfc85d6tr3LX79Z90nOedOmNkjwE3ADcBjK73J6dOnectb3rLsvs99rp+u9iIiW09nM/rmdHL5YsB0MamFX/D9MRdqEbMdg9kdmi6qD6KIyAgIA2M8F/qbt/0P1NfUTvrbNfuVerxoW/OmQHNbteFa+8r1mOFI+xON2NGouasaxb9bPrR2ct+Z/IfNx7Yo+U8e26LnyQ2AQP/nbnKDSNq/xq8f6bH/OEnSfhNXl7S/wa8/eJXvfZNfVkzaAebn51uPm33cy+Uyd999NwAHDx7k0KFD3Hvvva1ptcbHx7n99ts5fvw4Z8+ebZ1/xx13MD8/z7Fjx1rbbrzxRvbt29d6PYDp6WluueUWHnroIS5ebI/Xd/ToUc6cOcOjjz7a2nbzzTczMTHBfffd19q2d+9eDh8+zP3338/CQtKQIZfLceTIEU6dOsXp0+0hAG677TYAHnjggdY2fabR+0wAMzMzI/WZBvHvdKFW4akbdgEOXIkD5CgQ8CiV1nFThOy3PI+7MhV/CZDBOGxFnnE1znfceb+OZMC2kx3n7yLDbstx3JVp+PMLGNdbkaddlUu0m+3dSIEKMU/SnqJvHzmmLcMx105uJwg4aAVOuwrztC8AbrYxLroGZzrO3x+ChcYXZ5+Bu59J5d/pQL626N8pv+sAk9t2Mnfiwda2RnacU/Ysts9/lXyj3QBr8oZbqc3OUD3/JABzJx6kuPc6gvwYC098uXVcdnIHhd0HWXjyEeJa0gHSwgwTh26heuEMtUvtMo1dk7Q6KT11vLUtN7WX/I59zJ96qDUdV5ArMn7gJirPnKY+d6F17Pi1zyWuliifPbnoM+W6PlM4to2xfddTOvM4Uak9OGL3ZwL0mbbYZwJaZRiVzzSK/076TCt/pqb1+EyVrx4nrpXJA4Uww4HmZyr7z5SBsUO9P9PcyYeoNRpUIqMeFmDnQeZmzjE/P0c1NqqREU/uplypsjA/RyU2qrFRsxw1F1Cq1qhGEDN8SW01clSjCKpX3+y/KWOQDRz5wJELoDg2Ro4GmUaltW1scjuFfA5mz5IPIGeOsYlJJnbuIT5/mmxUIRc48tkM2697LrWLZzfV96lQKACbc/BxW+v85Gb2IZLE+g3OuQ8vs/+dwFuBtzrn3nWFr/3NwF+RDED3/GX2fwb4VuBbnXN/ucz+3wd+APgB59wfdO9vuuuuu/6xUCh87XOf+9wrKZ7IUKpWq+TzgxkMbJRcfvBhLj/4MIX9uwnHRnPgycZCmerZ82y/9Tlsf8HXrH7CBmrWwjc1+8I3Rz5udMxxtH9bnoLFBJkrr7ERGTZxo65Ylk1vK8RxPUpq8pu1/J1L1dfoV5uP/brSsW4+TnFMvw0VGK3a/FzGyIdJjX6yzcg194Xtmv9kf7KvkE32dR633oMB1s6dolKtPf5dr7jzhnV7k3Uy7EMo/6hff2i93yiOU5gUU2QdzM/PK2mXoWO2eDC7y5UGJy+0+8LXIucHQIo4M1cjW5ujlp0A4PodRfXrk00rrpYIMtvTLobImmyFOM6GAdkwuOKB/Do556j75v7V+vJJfXvtqEYd2+rxoufD0te/l9i1p/oblMDwSXySzPd63Ezyc2HHDQP/OBc2bxA0z1v/mwEbYRBJ+2W/7vVNbm7v7o++IjPbQTKQXBn4vfV+70qlstohIpvCsWPHOHr0aNrFEFnR9kJmURL/5bML5PyI9A7H/IlHqO1/LuVazOMX2wPa5cKgNZe8yGZQPnuSyRtuTbsYImuiOO6PmbWSSdZYfxI752v23aJkf1Fi39wedR3TOs61ng/3LYBE7PA3OADW3iWgyYB8JuDfHI7YNuxV1j0Mothf8eteE5E2O3X16nfeS3MAuv+yzAB06/3eIiKygZ67d7z1uB7FfOEE7CxmoZhcuLTnGl48rdx0McuOsdFusikiIltPYEYxG1IcwH9xzWn9ql1JfnOpdST9taiZ9Cfbat03AKLN1w3AkdwMGPLGCysaRNLeHFr95WYWdI4gb2aTwIuBEvD3V/i6zQHoVmoa/1ngPwKvABb1lzezG0iS+VPAiSt8bxEZUfXZeaJyCi1rgoDstgksDDf+vTeZbJgMEtOsib9YqvPEpQoTfsa4euQoNyLK9YjZaoOL5Xrr3H2T+VaTexEREWlP65cNAyYG1IOyeROgleR3JPXNmwDtfZ3bkm4BtcbS4zZzUr3e1py0O+ce8wPCvRz4d8D7Ona/HRgHPtg5R7uZPcef+/Byr2lmLyGZf/1Lzrl7Vnj7vwaOAd9kZt/VnKvdzALgl/wxH1htjnZAfYBlZNx4441pF2EoWRiQ3T5JXK8T1+qrnzBgcaWKq0fk9+zY8PfejDrjeHosy3RHbfrjF8rMVoxt+eS/sGrUnh/43HyNuOMn/5rtBQqZzTlSrIyG/K4DaRdBZM0Ux9ItExiZXMg4g7tR3ohdK4GvRa5Vy1/z/f9rnY+bx3TdJGgf6/wxo3EzYFCt+n8cuAf4TTO7kySR/nqSOdwfIakN79ScD6jXiAB9DUDnnIvM7HUkNe6fMLNPAE8AdwIvBD4P/EY/HyCT2aQdHES67Nu3L+0iDKWx664hHB+DNc6YcTUqTz9D7fxF4npj9YMFWDmOr9/RHv2/NTd8GDDl+8Mn8/cmSfxXZ6t03rc9OFVI+hqKbJDctp1pF0FkzRTHshEygZEJQsayg20x14gcZ+arTJWf3rTXYgPJVH1t+wuBd5A0Vf924GngvcDbnXMXVzq/k5lNA69m5QHoOt/7C2Z2B0mt/suBSZIm8e8A3u2cq/bzvs35i0U2u7vvvlsD0S0jMzFOZmJ89QPXQZDPUTvf98+g0H8cd49KH8WOL52Zp5AJmC4uTeJPX64uunGjJF7W29z8szIbAAAgAElEQVSJBzWAl2x6imPZzDKhcWB7gVo1YLMOPT6w6mXn3GngdX0e23PMfZ/gX9Ekys65LwPfeyXniIjI6AmDxUl8PYr58tmFVhIf46jWkylqKvV4SRKv5vQiIiIybNQmXERERlY2DBYl8bUo5tjZBYrZMBmZHkdtheb0GthORERE0qak3Qs1orOMiOnp6bSLILJm6xXHuR5J/HLN6SuNpQPbaYo5uVLh2La0iyCyZopjkXQpafcKhULaRRAZiFtuuSXtIois2UbFcXcS39knHpIkvhY5Kj6J755iLhcGHNiex6xnry/Z4sb2XZ92EUTWTHEski4l7V6lslmHJRBZ7KGHHlLiLpteWnHc3Sc+do4v+tHpt/v/MpvzxCeJfMyJC+VFr3FoukgmUBIvidKZx5XwyKanOBZJl5J2L4qitIsgMhAXL2qUctn8hiWOg67R6aFznvjkeeSSmvjm4HanLlUWDW63eyLXmlNetp6oNJt2EUTWTHEski5dRYiIiFyBznniAS6U6py+VGkNWNc5uF2lEXFhoc4z87XW8YEZh6YLBGpSLyIiIn1Q0i4iIrIGO8YWD05Xa8QcO7fQ6hcP7Sb11UbSpP7xi2VoV8ZrlHoRERHpSUm7Nz4+nnYRRAbi6NGjaRdBZM02cxznMosHt3POceJCmWzVwDepj52j0oj9SPVLR6mHpEZftfGb3+QNt6ZdBJE1UxyLpEtJu9doNNIugshAnDlzhn379qVdDJE1GaU4NjOevXNs0baFWsSj50uMZWG6mPxXXIsclVZtvFtSG6/p5jan2uwMuW070y6GyJoojkXSpaTdq1araRdBZCAeffTRkUl2ZOsa9Tgez4VLauMfmymzUFtcG99M4KtRxGw1WjTdHMA12woUssFGFl2uUPX8k0p2ZNNTHIukS0m7iIhIysyMG3ctro2vNGK+cm6BYhZafeNjR833i682Yp6eqy5pVq8p50REREaLknYREZEhVOjqGw9wbr7G07PVRYPWNZvV13ytfPeUc2FgXDul0epFREQ2KyXtXqFQSLsIIgNx8803p10EkTVTHC9vz0SOPRO51nPnHI/OlCl1NKt3OKqNjhr5aGn/+Hwm4Fnb8krkN0Bx73VpF0FkzRTHIulS0u4FgfoEymiYmJhIuwgia6Y47o+ZcbirWX0jdjx0Zp5CJmCb39acO7455VwtWjrtnBL59RHkx1Y/SGTIKY5F0qWk3SuVSmkXQWQg7rvvvk09XZYIKI7XIhPYkmb1nXPHb/fbYud80/qkf/xyiXwYGAe3FwjVR/6qLTzxZU2XJZue4lgkXUraRURERlz33PHQHuiukGm3NGsm8u0aecfJS4sTeYBrpwpkQ7VQExER2QhK2kVERLag5Qa6qzZiHu6ukfdN62tRUiNfbTieuFxdNNgdwP7JPGMdA+SJiIjIYChp9zIZ/SlkNOzduzftIoismeI4HfllEvl6FPPls75GvmOwu1qUDHZX9etz8zWirkR+Wz7DrvEstoX7yWcnd6RdBJE1UxyLpEuZqpfP59MugshAHD58OO0iiKyZ4nh4ZMOliXzsHCdmyizUIjr3NOeRr0WOahRRasScuFBe8ppbqXl9YffBtIsgsmaKY5F0KWn3yuWlFxUim9H999/P7bffnnYxRNZEcTzcAjNu3LV0NOnWPPJA8xKj2U8+qZVPmtefvlzFddXKTxWz7ChmRq5WfuHJRxg/cFPaxRBZE8WxSLqUtHtxHKddBJGBWFhYSLsIImumON6cuueRByjXIx55prRowDuHoxFBNYpaA9/N1yIuletLXvOabQUK2c1bKx/XVCkgm5/iWCRdStpFRERk3RSz4ZLm9c45nrxc5UJpcZLeWStf87XyT89Vibtq5bNhMqd8RlPRiYjIFqCk3Ru15niydeVyudUPEhlyiuPRZmYcnCpwcKqwaPty09DB4r7ytShZn7pUWTKC/UQuw+6JLMEQ/Z9uoS61ZPNTHIukS99Ab2xsad88kc3oyJEjaRdBZM0Ux1vTctPQAZxfqPHU5WZf+YTDUY+g5pvYN6eke/zi0nnltxcy7BhLJ5mfOHTLhr+nyKApjkXSpaTdq9VqaRdBZCBOnTrFoUOH0i6GyJoojqXTrvEcu8YXt76IneP0pQqXyosT8RhHvdnE3tfQL9RjLqeUzFcvnCG/Y9+6vb7IRlAci6RLSbtXry8d/EZkMzp9+rSSHdn0FMeymsCMQ9NFDk0v3t6Ik+noyvVo0fZFybyvme+VzI/nQvZM5AaSzNcunVWyI5ue4lgkXUraRUREZGRkAuOm3Uu7vNWjmEdnytTCxbPFtJJ531e+HsXUI7dsM/swMK7Zlt8yc8yLiMhwUNIuIiIiIy8bBty8Z3zJ9kbsOHGhTLm2uGa+2We+Hi0eAG+5OeYB9k3mGc+F61Z+ERHZupS0e8ViMe0iiAzEbbfdlnYRRNZMcSwbJRMYN+1aWjMfxY6nLle5WK7Tneo3R7Ovx+2a+WcWapyZW5rMT05dx1jsCDU9nWxiY9ccTrsIIluaknYRERGRLmFgXDtd4NrpxdPSOee4UGrw5OXKknNa88z7RL4exzSqNU4uMz0dwN6JPOO5QNPOiojIipS0e+VyOe0iiAzEAw88wNGjR9MuhiyjfnmWsJhft9ePSqPzO6Y4lmFlZuwcz7JzPLtkX7ke8ehMmULc7vM+d+5h9t/wAhoRSTLfUTt/vlTn7Hy85HXCwHjWZJ5cRn3nZTiUnjrO5A23pl0MkS1LSbuIyDqzICAo5MhMjNOYL63re2UmxjA1wxVJRTEb8vx9E4u23X0CXrB/knPzNc7OLZ1etlk7X4997XyUPH9qtkq8TO18MRuyZzxHJtT3XERkq1DSLiKyznK7ppk4fB2uEa1+8FoZ5PfuWv/3EZG+BWbsm8yzb3JpS5taI+bxi2Uq9aU17o3Y0YgXN7evR/DE5cqyg+GN50J2jefI6MadiMhIUdLuZbNLm7mJbEYHDx5MuwjSJchmGL9B/y5XQnEso2K1WM5lAr5m99JR7QHmqw0emylTWKaZfD12NHxz+9ZUdbHjVI/+84VsyJ7xrKark6uSm9qbdhFEtjQl7V4ul0u7CCIDcejQobSLILJmimMZFWuJ5Yl8hlufNblku3OOS5UGT1yssNzcN50JfWcNfa/p6gIz9k/mKWSV0Mvy8jv2pV0EkS1NSbtXKq1vP1ORjXLvvfdy5MiRtIshsiaKYxkV6xHLZsZ0Mct0cWkrwdUS+kVN7mNHw/ejPzNXJVomoQfYNZ5jMh8SaJT7LWv+1ENMHLol7WKIbFlK2r3l7jyLbEa12tKBjkQ2G8WxjIqNjuWVEnqAuWqDEz2a3MfOdYxuDw0/ON6lSoPzpRosc6mUzwTsGc9ppPsR56JG2kUQ2dKUtIuIiIhsEZM9mtwDVBsxT1yqUKotHTTT4WhEJHPPRz65983ue410DzBVzDJVyBBqcDwRkas2sKTdzA4A7wBeAewEngY+CbzdOXfxCl/ra4F/D3wTsBu4BDwMfMQ597GuY1eqIv+Cc+4b+nnPINAdYhkN4+PLD2gkspkojmVUbKZYzmcCDu8aW3ZfFDtmSnWenq3CMpX4zanrGvHiWvqFWsSlSmPZwfFATe83iyC3XGcLEdkoA0nazezZwD3AHuBTJAn2EeBNwCvM7MXOuZk+X+uNwHuBi8D/BJ4CdgDPA74d+Ngyp50CPrrM9if7/QzFon6MZDTcfvvtaRdBZM0UxzIqRiWWw8DYM5Fjz8TyA/eW6xFPXq4uW0sPyeB4kW9634jx65Wb3gPsHs8xoaQ+deMHbkq7CCJb2qBq2n+LJGH/Sefc+5obzezXgTcD7wR+bLUXMbOXA78J/AXwaufcXNf+XvOynXTOve3qip6oVqtrOV1kaBw/fpzDhw+nXQyRNVEcy6jYKrFczIY9a+mdc8xWI05eWL4vfbPpfSP2g+P5Ue+j2HGx0uCZFZL6HWNZtuXV/H69VZ45TWG3puIUScuak3Zfy/5y4CTw/q7dvwj8KPDDZvYzzrmFVV7uV4Ay8APdCTuAc66+1vL20mhogA0ZDWfPnt0SF4gy2hTHMioUy8ngeNsLvfvSx85xqdzg9KXlR7zvTuqjjpr62WrEhXLv5vcTuQw7xjKan36N6nMXlLSLpGgQNe0v8+vPOOfizh3OuTkz+zxJUv8NwF29XsTMnge8gKQf/AUzexnwdST3Vh8APtf9+h2mzOxHgH3AZeAfnXN/v4bPJCIiIiIbIDBjx1iWHWPLN6iMneNyucETPZJ6aE9llwyUB5FP8Gux48nLvQfKMzP2jGcZy6kJvogMr0Ek7V/j14/02H+cJGm/iRWSduAOvz4H/BXJIHSdvmhmr3LOPbrMubcCH+ncYGYPAj/snPviCu/Zcvr0ad7ylrcsu+9zn/tcPy8hIiIiIgMWmDE9lmW6R1LvnGO+FnH6UpV6tHz9TnM6u4Zvdt9sht+IHDPlBmcXejfBL2ZDdoxll23aLyKyEQaRtG/368s99je3T63yOnv8+l+TDD73L4C7gb3ALwA/BPxPM3u+c65z0tNfB/47yU2DCvAc4GeBVwOfNbPbnHNPrfYhzIz5+fnW8+bAdOVymbvvvhuAgwcPcujQIe69997WvKvj4+PcfvvtHD9+nLNnz7bOv+OOO5ifn+fYsWOtbTfeeCP79u1rvR7A9PQ0t9xyCw899BAXL7YH2T969Chnzpzh0Ufb9yhuvvlmJiYmuO+++1rb9u7dy+HDh7n//vtZWEh6H+RyOY4cOcKpU6c4ffp069jbbrsNgAceeKC1TZ9p9D7TrbfeyszMzEh9plH8d9JnWv0z3X333SP3mUbx30mfaeXPBOg6YgM+04OrfKZsNsv+m27lzFOniS+dJQfkgLFrkq4LpaeOt85ncjeNiT2EZ7+CxUn3yXKY56mJa5ksnaVYn20den7yejJRhanS061t+V0HyG3bydyJB1vbwrFtjO27ntKZx4lK7fMnb7iV2uwM1fPtsZOLe68jyI+x8MSXW9uykzso7D7IwpOPENfKAFiYYeLQLVQvnKF2qf13Xu4z5ab2kt+xj/lTD7XmXA9yRcYP3ETlmdPU5y60jh2/9rnE1RLlsyfb5+/YDzBSn2kU/530mVb+TIVCAdicN9/M9Wgu1PcLmH0IeAPwBufch5fZ/07grcBbnXPvWuF1fg74z/7pi5xzf9exz4B7gReS9Hf/gz7K9Qnge4D3OOfevNKxd9111z/mcrmvfd7znrfay4oMvZmZGXbu3Jl2MUTWRHEso0KxvDnEzjFbafDk5SpRvPy1cYwjas5V7/vWN6e2i1xSa9+rGT7AZD7DVDFDbhP2r28sXCYzvn31A0WGWO3cKSrV2uPf9Yo7b0i7LFdqEDXtzZr0Xt/k5vZLq7xOc/+ZzoQdwDnnzOxTJEn7EWDVpB34AEnS3t3MflmVSqWfw0SG3rFjxzh69GjaxRBZE8WxjArF8uYQmDFVzDJV7DVRUdJv/kJzrvoeYudo+GS+O7GvRjFPrdC/HqCQCdkxlqGQCbAh6mNfPnuSyRtuTbsYIlvWIJL2r/h1rwkcm0Om9urz3v06vZL7ZvuofidUf8avx/s8XkRERERkWZlV5qoHqEUxM6U65+ZqPY+JXTuZTwbQaw+c14jh7HyNyLmefewBdo7lmMyHmupOZIsYRNLeHKXt5WYWdI7wbmaTwIuBErDaaO5/DywA15nZ+DLTwzXbrj/eZ7m+wa9P9Hm8iIiIiMhVy4UB+yfz7J/M9zymnxp7RzOZdz65x9fcJ8vlaoML5TordXPNZwJ2FLMUsoFGxhfZ5NactDvnHjOzz5CMEP/vgPd17H47SU33BzuTcDN7jj/34Y7XKZnZR4CfBP5vM/tp53+JzOz5wGuBBvCJjtd5AXCse/52v/2d/unH+/kc+XzvH1eRzeTGG29Muwgia6Y4llGhWJZu/dTYN/vYPz1Xo9boNeNxe1T8yI+GH3XU2kcxnFuoE7l4xVr7sWzIVHHlJvn5XQf6/nwiMniDqGkH+HHgHuA3zexO4Bjw9SRzuD8C/Meu45vDhnb/Mvw8SR/0nwK+0c/xvhd4FVAAfso591jH8T8NfKeZ/S1wGqiSjB7/CiAEfpv++r+TyQzqTyGSrn379qVdBJE1UxzLqFAsy9Xop489QLURc36hzvmF3s3xHc3m+O2a+oYfOC9y/TbJL1KYrTJdyKjmXiQFA8lUfW37C4F3kCTM3w48DbwXeLtz7uJK53e8zqyZvQT4OeB7gTcCZZKp337VOfeZrlM+CWwDXgB8C0liPwP8L+C3nXN/0u9naE4JIrLZ3X333Rr0SDY9xbGMCsWyrKd8JuCa7Xmu2d67xahzjlI95tx8jdlKo/dxHU3yO5P7KHYUzh7j0s7n9FVzH5ixYyzLeC4koz73IgMxsOpl59xp4HV9HtvzG+ycmyepme+unV/u2E+SJO4iIiIiItLFzBjPhVy/Y+WxnGPnWKhFnJuvMV+NFu2bAw523BhoxO1p7iLXbpbfcMm0eJcqDWZKK/e5BxjPhWwvZMhnVHsvshK1CRcRERER2eICMybzGSbzS9ODu0/Arc+aBJKa+3I95nypzsVSfcmxnZoj5SfN8OOOwfWSGvx6n6PlA2wrZNiWz5ALbaimwxPZCEravTAM0y6CyEBMT0+nXQSRNVMcy6hQLMso6IxjM2MsF3JtLuTaqcKK59WimMuVBmfnakRx0PO4Zr/7yHU0ze96XmnELFSrRPSR4PubD7mMqQZfRoKSdq9QWPlHR2SzuOWWW9IugsiaKY5lVCiWZRRcbRznwoDd4zl2j/ceKR/atfcXynVmFlauve9M8Bc1z+9M8CPHwny1rxr8QiZpol/MBpr3XoaWknavUqmkXQSRgXjooYd0kSibnuJYRoViWUbBesdxs/Z+LBdyYPvKFWmxT/Bn+mie73DErmPk/Fb/+8XPZ8p1ogW3ah98SJrpT+ZUiy8bS0m7F0XR6geJbAIXL/Y1WYPIUFMcy6hQLMsoGKY4DvzAeuN9NM93LmlWf6nc4Nx872nxmuLuWvvOJN81m+k7Fmr91eIDbC9kmciH5EIl+XL1lLSLiIiIiMjIMTOK2ZBiNmT/tt7T4jXVo5j5asQzpTrl2uoVes2kPvYD7cUxNJwj7kj4y42I+Vqj7yR/Mp9hIheSz6i5vrQpaRcRERERkS0vGwZMjwVMj2VXPdY5RzVyzFYaPLNQoxH1HmivqTPJbzfRX1yTX40cpYW6T/JXz/KzYcC2fNK1IBtoZP1RZf303Rh1d9111z8Wi8Wvvfnmm9MuioiIiIiIjJjOJP/8Qp16FK96Tq/m+nHH89jvj2PX18j6APlMwGQ+w1g2ILOFEv3auVNUqrXHv+sVd96QdlmulGravUajkXYRRAbizJkz7Nu3L+1iiKyJ4lhGhWJZRoHieO3MjELGKEzk2DOx8mj6TfUoZr4WcbHUYK66eq7SHHivO7HvTPybNwIuVRpcKCXP+5ENAybzIWPZkKz65284Je1etVpNuwgiA/Hoo4/qP1bZ9BTHMioUyzIKFMfpyIYB08WA6eLqzfWhPfDeXDViplSn1li9Nn+lRL+7Rn+uGnG50n//fICJXIbxXEghE5AJlehfLSXtIiIiIiIim1znwHv91ubHzlG9wkS/ed6SGnyXbO8ciK8WOyrlOnHcf60+JAPyjfsB+TIakE9Ju4iIiIiIyFYUXEWi75yjHjkWahEXy/013YekVj+pwV+mVh/XSuyjGKqRo1yqE8WOKxmDrZgNmciFFLLBSA3Mp6TdKxRWnudRZLPQgIoyChTHMioUyzIKFMfSyczIZYxcpr+R9ps6a/UvlutU6v3V6vdK9uNFNfv4Gn+4WGngSksH5tsfb94B2JW0e0Gw+jQNIpvBxMRE2kUQWTPFsYwKxbKMAsWxDMLV1OpDO9mf9zX75Vp0Rec2m/GHF424Qf8nDxEl7V6pVEq7CCIDcd9993H06NG0iyGyJopjGRWKZRkFimNJU2eyv3u8/2TfOUc9dpRqEbPViPOXjGxAeR2Lum6UtIuIiIiIiMhIMTNyoZErBkwVsyw8HVBuUE+7XFdDbcJFREREREREhpSSdi+TUaMDGQ179+5Nuwgia6Y4llGhWJZRoDgWSZeSdi+fz6ddBJGBOHz4cNpFEFkzxbGMCsWyjALFsUi6lLR75fKmHJNAZIn7778/7SKIrJniWEaFYllGgeJYJF1K2r047m+eQJFht7CwkHYRRNZMcSyjQrEso0BxLJIuJe0iIiIiIiIiQ0pJu2dmaRdBZCByuf7nrxQZVopjGRWKZRkFimORdClp98bGxtIugshAHDlyJO0iiKyZ4lhGhWJZRoHiWCRdStq9Wq2WdhFEBuLUqVNpF0FkzRTHMioUyzIKFMci6VLS7tXr9bSLIDIQp0+fTrsIImumOJZRoViWUaA4FklXJu0CDIOTJ08+x8x44QtfmHZRRNbkZS97GfPz89x3331pF0XkqimOZVQolmUUKI5lVDzyyCNEUfSctMtxNVTTLiIiIiIiIjKklLR7QaA/hYyGYrGYdhFE1kxxLKNCsSyjQHEski5lqiIiIiIiIiJDSkm7F8dx2kUQGYhyuZx2EUTWTHEso0KxLKNAcSySLiXtIiIiIiIiIkPKnHNplyF1n/rUpxrZbDacmppKuygia/LII48QxzHPec6mHBhTBFAcy+hQLMsoUBzLqLh8+TK1Wi165StfuelmUFPSDtx1112PA9uAkykXRURERERERAbvOmD2zjvvvD7tglwpJe0iIiIiIiIiQ0p92kVERERERESGlJJ2ERERERERkSGlpF1ERERERERkSClpFxERERERERlSStpFREREREREhpSSdhEREREREZEhtaWTdjM7YGa/Y2ZfNbOqmZ00s/eY2XTaZZPRZWY7zez1ZvY/zOxRMyub2WUzu9vM/rWZLfu9NLMXmdmnzeyCP+efzeynzCxc4b2+w8z+yr/+vJl9wcxes0r5XmNm9/rjL/vzv2Otn1u2BjP7ITNzfnl9j2PWPS7NLDSzN/vvSdl/bz5tZi9a62eU0WVmd/rf5jP+uuCrZvbnZvbtyxyr32QZOmb2L8zsM2b2pI/LE2b2x2b2jT2OVxxLKszs1Wb2PjP7WzOb9dcNH1/lnKGM1w255nDObckFeDZwFnDAJ4F3A5/1zx8GdqZdRi2juQA/5uPsq8DvA+8Cfge45Ld/ArCuc14JNIB54CPAr/g4dcAf93ifN/r954H3A78BnPbbfrXHOb/q95/2x78fmPHb3pj2307LcC/AQR/Hcz5mXr/MMesel4ABf9zxe/4r/nsz779Hr0z7b6Vl+Bbglzvi7EPAfwZ+G/gn4Je7jtVvspahW4Bf6oixD/tr208ANSAGfqjreMWxltQW4AEfA3PAMf/44yscP5TxulHXHKn/g6UYKH/u/7g/0bX91/32D6RdRi2juQDfAnwnEHRt3wc84ePvezq2bwPOAVXghR3bC8A9/vh/1fVa1wEV/yNzXcf2aeBRf843dp3zIr/9UWC667Vm/Otdt5bPrmV0F/+f1l8Cj/n/sJYk7RsVl8D3+3M+DxQ6tt/hv0fngMm0/2ZahmcB3uBj5qNAbpn92Y7H+k3WMnSLv4aIgDPAnq59L/OxdKJjm+JYS6qLj8vD/vrhpayQtA9zvLJB1xxbsnm8mT0beDlwkuTuSadfBBaAHzaz8Q0ummwBzrnPOuf+P+dc3LX9DPAB//SlHbteDewG/ptz7h86jq8A/8k//bddb/MjQB74f5xzJzvOuUhSewRJjX+n5vN3+uOa55wk+Z7kgdet/glli/pJkhtSryP5DV3ORsVl8/vwn/z3pHnOfcAfknyfXt3Ph5LRZ2Z54J0kN01/1DlX6z7GOVfveKrfZBlGh0i6vX7BOXeuc4dz7nMktZm7OzYrjiVVzrnPOeeOO5/hrmKY43VDrjm2ZNJOcmcH4DPLJE5zJHdKxoBv2OiCyZbXvDBsdGz7Fr/+s2WO/xugBLzIX3j2c87/6jpmLeeIYGY3kzTDfK9z7m9WOHTd49LMCiR3ykvA317B+8jW9a0kF1X/LxD7PsE/a2Zv6tEPWL/JMoyOkzSDP2Jmuzp3mNk3AZMkraGaFMeymQxlvG7kNcdWTdq/xq8f6bH/uF/ftAFlEQHAzDLA/+mfdv5Y9IxX51wDeBzIADf0ec7TJDWhB8xszL/3OHANMO/3d9N3Qpbl4/b3SGop37rK4RsRl88GQpJmoI2lpyiWZYk7/LoC3A/8KclNqPcA95jZX5tZZw2lfpNl6DjnLgA/C+wFvmxmHzKzd5nZHwGfAf4C+DcdpyiOZTMZ1njdsGuOrZq0b/fryz32N7dPbUBZRJreDTwP+LRz7s87tl9NvPZ7zvautb4TcqV+AbgdeK1zrrzKsRsRl4pluVJ7/PotJP0SX0JSK/kCkmTnm0gGGWrSb7IMJefce4BXkSQvbwD+L+B7SQbU+mhXs3nFsWwmwxqvGxbjWzVpFxkqZvaTwM+QjDr5wykXR6QvZvb1JLXrv+ac+7u0yyNylZrXQg3gu5xzdzvn5p1zXwT+JfAk8M29pswSGRZm9h9IRov/KEkN4DjwdcAJ4PfN7JfTK52IrMVWTdq776x0a26/tAFlkS3OzN4IvBf4MvAy38St09XEa7/nXO5a6zshffHN4j9G0uzs5/s8bSPiUrEsV6oZC/d3DlYE4Jwrkcw2A3DEr/WbLEPHzF5KMuXbnzjnfto5d8I5V3LO/RPJzaengJ8xs2bzYcWxbCbDGq8bFuNbNWn/il/36l9w2K979XkXGQgz+yngfcCXSBL2M8sc1jNefeJ0PUkN0Yk+z9lPcvf9SX9BinNugeQ/9Am/v5u+E9JtgiS+bgYqZuaaC8ksHAC/7be9xz/fiLh8jGTaoxv896Ofc6cpf9QAAAlRSURBVGRra8Zlr4uq5gjCxa7j9Zssw+Q7/Ppz3Tt8XN1Lct1/u9+sOJbNZFjjdcOuObZq0t78QXu5mS36G5jZJPBiklEA/36jCyZbh5n9LPAbwAMkCfu5Hod+1q9fscy+byKZ6eAe51y1z3O+reuYtZwjW1cV+EiP5X5/zN3+ebPp/LrHpZ9u5R6S78VLruB9ZOu6i6Qv+3O7rwm85/n1436t32QZRs1Rs3f32N/c3pzSUHEsm8lQxuuGXnOsdaL3zbqQNHdzwE90bf91v/0DaZdRy+guJM2JHfAPwI5Vjt0GPEOSJL2wY3vB/1A44F91nXM9yUjIM8B1HdungUf9Od/Ydc6L/PZHgemO7df516l0vpYWLb0W4G0+ll7ftX1D4hL4fn/O54FCx/Y7/PfoHLAt7b+TluFZgE/5mHlz1/aXAzFJbft2v02/yVqGbgG+z8fLGeCarn3f5uO4DOz02xTHWoZmAV7q4+TjPfYPbbxu1DVH6v9IKQbHs4Gz/o/8SeBdJHdBHElzip1pl1HLaC7Aa3ycNUhq2t+2zPLarnO+2x8/D3wY+GWSQescyajGtsz7/ITffx54v3+v037br/Yo26/5/af98e/35zvgjWn/7bRsjoUeSbvft+5xCZj/XjjgmP++fMR/fxrAK9P+G2kZrgU4QDJtoSOZy/pXSAb0agB14Hu6jtdvspahWkhaz/6Fj41Z4L/g+7iTJOwOeFPXOYpjLaktPv4+6pc/8/HwWMe2X13m+KGLVzbomiP1f7CUg+Ug8LvA0yTNhU6RzMs6nXbZtIzuQjuhWWn5q2XOezHwaZIanzLwReDNQLjCe30n8NfAHMl8lPcBr1mlfK/1xy348/4a+I60/25aNs/CCkm737/ucUky5dGb/fek7L83nwZelPbfR8twLiTNh9/nrwVq/iLtfwBHehyv32QtQ7UAWeCnSLp3zvqE4Rzwp8DLe5yjONaSytLH9fDJZc4ZynjdiGsO828kIiIiIiIiIkNmqw5EJyIiIiIiIjL0lLSLiIiIiIiIDCkl7SIiIiIiIiJDSkm7iIiIiIiIyJBS0i4iIiIiIiIypJS0i4iIiIiIiAwpJe0iIiIiIiIiQ0pJu4iIiIiIiMiQUtIuIiIiIiIiMqSUtIuIiIiIiIgMKSXtIiIiIiIiIkNKSbuIiMg6M7OXmpkzs5Npl6VfZvZRX+a3LbPP+eW6DS+YiIjIFpNJuwAiIiKbnZm9FrgO+KRz7oF0SyMiIiKjREm7iIjI2r0W+GbgJLBc0l4CvgI8tXFFWldf8et6qqUQERHZApS0i4iIrDPn3L3Ac9Iux6A450bms4iIiAw79WkXERERERERGVJK2kVERK6Smb3WzBxJ03iA3+0YpK018NxKA9GZ2V/5fa81s21m9stm9piZlc3shJm9w8wKHcffaWZ/bmbnzWzBzP7GzF6ySjknzOytZnafmV02s4qZHTez3zSzg1fxuZcdiM7M3ua3f9Q/f42ZfcHM5sxs1sw+Z2bfuspr58zsjWb2t2Z2wcyqZnbKzH7HzG6+0rKKiIhsdkraRURErl4ZOEu7b/esf95cnrmC15oG7gXeAuwFQuB64OeBPwIwsx8H/gL434AsMAa8BPhLM3vxci/qE90vAe8EXujPaQA3Aj8BPNjr3LUwsw8DHwW+DoiBSeClwJ+Z2ff0OGc/yd/gfcBRYDtQBa4FXgf8k5m9atBlFRERGWZK2kVERK6Sc+4PnXP7gHv8pjc55/Z1LHdcwcv9ol+/xDk3AUwAbyBJsL/TzH4eeA/wbmCnc247yYj1fwfkgN/ofkEz2w58GjgE/DFwK1Dwr/9s4L+S3Cz472Y2dQVlXc0rgR8E/i2wzZf1BuBvSK493mdmi8bVMbMs8ClfxruAF/mybgOe5T97Afg9M3v2AMsqIiIy1JS0i4iIDIdx4Ducc3cDOOdqzrkPAx/z+98BfNw591bn3CV/zCng+wEH3GFm13a95ltIEvs/cM59n3Pun51zkT/3hHPuB4E/I6nZf/0AP8sU8Hrn3AeccyX/fo/7staA/SRJeafXAHcAfwt8m3Pu75xzdX/u0865NwMfJGkp8OYBllVERGSoKWkXEREZDn/snHt0me1/2fH4Xd07feLePO95Xbtf49e/tsL7/le/XrGv+RV6ouN1W5xzXyVp/g69y/reZrK+jN/360GWVUREZKhpyjcREZHh8MUe28/5dYV2ct7tLHCYpKk7AH6AuQP+6af9gHnLyfn1FQ9It4J/cM71er/mXPWdZc0AR/zTD5rZ+3ucG/r1IMsqIiIy1JS0i4iIDIene2yP/PrsColw85hsx7b9HY/39PH+Y30c06+5FfZV/LqzrDto3zzY2cfrF6+mUCIiIpuRknYREZHR1NkFbrrZD35IdZb1dufcA6mVREREZMioT7uIiMhoOtvxuHuAumEzQ7u1wLCXVUREZEMpaRcREVm72K8t1VJ08KO1NxP3b0uzLKvxA8/9g3861GUVERHZaEraRURE1m7Wrwc51/kgfNSv/72ZXdPrIEukXfaP+vVrzezWlQ40s+mV9ouIiIwSJe0iIiJr95Bfv8rMtqdaksXeDZwAdgH3mNn3mVlrEDczu9bMfhT4J+C7Uypj00eAvwcKwGfN7A1mtq2508z2mdkPmtlfA29Kq5AiIiIbTUm7iIjI2v0eUAOOAufN7CkzO2lmd6dZKD/43P8OHCPpK/6HwJyZnTezEnAK+CBwG9BrZPoN4ZvIvxL4PMlo8h8CLprZjJnNk4yu/3Hgm0i5rCIiIhtJo8eLiIiskXPuYTP7VuDngDuAfQzJjXHn3KNmdjvwI8D3As8nacZfBv6ZpHb7U8Cfp1ZIzzl3zsy+Gfg/gB8Evo4kga8BDwP3An8K/ElqhRQREdlg1nvKVxERERERERFJ01DUAoiIiIiIiIjIUkraRURERERERIaUknYRERERERGRIaWkXURERERERGRIKWkXERERERERGVJK2kVERERERESGlJJ2ERERERERkSGlpF1ERERERERkSClpFxERERERERlSStpFREREREREhpSSdhEREREREZEhpaRdREREREREZEgpaRcREREREREZUkraRURERERERIaUknYRERERERGRIaWkXURERERERGRIKWkXERERERERGVJK2kVERERERESG1P8PP+WCZaRARbUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 260,
       "width": 502
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Another, less obvious, dataset. \n",
    "\n",
    "saf = SimpleUpperAsymptoteFitter().fit(T, E, timeline=np.arange(1, 10000))\n",
    "ax = saf.plot_survival_function(figsize=(8,4))\n",
    "saf.print_summary(4)\n",
    "\n",
    "kmf.fit(T, E).plot(ax=ax)\n",
    "print(\"---\")\n",
    "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n",
    "        np.exp(-saf.summary.loc['c_', 'coef']),\n",
    "        np.exp(-saf.summary.loc['c_', 'upper 0.95']),\n",
    "        np.exp(-saf.summary.loc['c_', 'lower 0.95']),\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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